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<title>Aiforkids - Recent questions and answers in Artificial Intelligence</title>
<link>https://aiforkids.in/qa/qa/ai-doubts</link>
<description>Powered by Question2Answer</description>
<item>
<title>What is machine learning solution?</title>
<link>https://aiforkids.in/qa/3627/what-is-machine-learning-solution</link>
<description>i want to know more about machine learning solutions and problems it deals.</description>
<category>AI Algorithms</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3627/what-is-machine-learning-solution</guid>
<pubDate>Tue, 10 Feb 2026 09:40:12 +0000</pubDate>
</item>
<item>
<title>Answered: 1. What is the purpose of defining the problem statement during the Problem Scoping stage in an AI project cycle? A) To collect data B) To understand the aim and objective of the project C) To train the model D) To process data</title>
<link>https://aiforkids.in/qa/3603/purpose-defining-problem-statement-understand-objective?show=3604#a3604</link>
<description>Ans. B)&lt;br /&gt;
&lt;br /&gt;
To understand the aim and objective of the project</description>
<category>AI Project Cycle</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3603/purpose-defining-problem-statement-understand-objective?show=3604#a3604</guid>
<pubDate>Fri, 16 Jan 2026 04:30:00 +0000</pubDate>
</item>
<item>
<title>Answered: _____ is not a Learning-based Approach where the AI model gets trained on the data fed to it and then is able to design a model which is adaptive to the change in data.</title>
<link>https://aiforkids.in/qa/686/_____-learning-based-approach-trained-design-adaptive-change?show=3360#a3360</link>
<description>


&lt;p&gt;&lt;strong&gt;(d) Enforcement Learning&lt;/strong&gt;&lt;/p&gt;

&lt;div&gt;&lt;/div&gt;

&lt;h3&gt;Explanation&lt;/h3&gt;

&lt;ul&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Supervised Learning:&lt;/strong&gt; This is a learning-based approach where the AI model is trained on a labeled dataset. The model learns to map inputs to outputs based on those labels and can adapt as it sees more data.&lt;/p&gt;&lt;/li&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Unsupervised Learning:&lt;/strong&gt; In this approach, the model finds patterns or structures in data that is not labeled. It also qualifies as a learning-based method since the model adapts based on the data&amp;rsquo;s inherent structure.&lt;/p&gt;&lt;/li&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Reinforcement Learning:&lt;/strong&gt; This is another learning-based approach where the model learns by interacting with an environment and receiving rewards or punishments. Over time, it adapts its behavior to maximize rewards.&lt;/p&gt;&lt;/li&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Enforcement Learning:&lt;/strong&gt; Unlike the above, &quot;Enforcement Learning&quot; is not a recognized method in the AI or machine learning domain. It is likely a distractor in this question. As such, it does not represent a valid learning-based approach where the model adapts based on data or feedback.&lt;/p&gt;&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;Thus, &lt;strong&gt;Enforcement Learning&lt;/strong&gt; is the one that is not a learning-based approach.&lt;/p&gt;

</description>
<category>Other</category>
<guid isPermaLink="true">https://aiforkids.in/qa/686/_____-learning-based-approach-trained-design-adaptive-change?show=3360#a3360</guid>
<pubDate>Wed, 12 Mar 2025 02:12:53 +0000</pubDate>
</item>
<item>
<title>Answered: Artificial Intelligence 2025 Board Exams Revision Plan</title>
<link>https://aiforkids.in/qa/3352/artificial-intelligence-2025-board-exams-revision-plan?show=3356#a3356</link>
<description>


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&lt;p&gt;Welcome to this power-packed Artificial Intelligence Class 10 Board Exam 2025 study plan session! &amp;#127919; In this session, I&#039;ll break down everything you need to crush the AI 417 Board Exam, including the syllabus, revision plan, and must-watch lectures to help you ace your preparation. &amp;#128313; Class: 10 (CBSE AI 417) &amp;#128313; Subject: Artificial Intelligence &amp;#128313; Instructor: Lalit Kumar &amp;#128313; Session Type: Video Lecture &amp;#128313; Series: AI Boards 2025 &amp;#128313; Topic: AI Syllabus Breakdown &amp;amp; Study Plan &amp;#128204; What You&#039;ll Learn in This Session: &amp;#9989; Complete AI 417 Syllabus Overview (2025 Board Exam) &amp;#9989; Smart Revision Plan to cover all topics efficiently &amp;#9989; Essential resources for Natural Language Processing (NLP) &amp;#9989; Practice Questions, Notes, and Video Lectures for better understanding &amp;#9989; Best way to manage time &amp;amp; complete your AI syllabus on time! &amp;#128293; Must-Have Study Resources (Downloads &amp;amp; Practice): &amp;#128204; Natural Language Processing (NLP) Notes &amp;amp; Questions: &amp;#128221; Revision Notes PDF: &lt;a tabindex=&quot;0&quot; href=&quot;https://www.youtube.com/redirect?event=video_description&amp;amp;redir_token=QUFFLUhqbEpIMW5hMWRjc290d1Z2QlBoNFRyVmxlVHJhd3xBQ3Jtc0tuSTZ4Nl9sN1ZUS2duZnFudnhzUXRBNGx0TVo3S0szUW5RMFlZb1Y2YWRlcTJQeG5LaFlMel81SkNPaWh0SjdLQThVNGxRaHV5UEVVT1lmYzV4UG5JVzlZQmRFcnhMb3ZEaWYtSkwteTFUVWZYdFVLMA&amp;amp;q=https%3A%2F%2Faiforkids.in%2Fnotes%2Fnlp-class-10&amp;amp;v=Fge1v3SyAM8&quot; rel=&quot;&quot; target=&quot;_blank&quot;&gt;https://aiforkids.in/notes/nlp-class-10&lt;/a&gt; &amp;#10067; Question Bank (Practice Questions): &lt;a tabindex=&quot;0&quot; href=&quot;https://www.youtube.com/redirect?event=video_description&amp;amp;redir_token=QUFFLUhqbC1kNG1oQjl4ei1nQjZCMVBON2JYdHozOWZ5Z3xBQ3Jtc0trWkNqUUY1aTN4dklXZVhCYngtUHVwazcwbEN0cGNseDNSZk5NVXAwWmpydUJwcG81N05NTzY1X3Y4dkV2cGtFMnFTOWUzcnlZbnluak1CWlVZMEVKVzV0WThmbVktYXJJSTVJa3NXa1JfYVhKWWJmSQ&amp;amp;q=https%3A%2F%2Faiforkids.in%2Fpractice%2Fnlp%2F&amp;amp;v=Fge1v3SyAM8&quot; rel=&quot;&quot; target=&quot;_blank&quot;&gt;https://aiforkids.in/practice/nlp/&lt;/a&gt; &amp;#128214; Full Notes: &lt;a tabindex=&quot;0&quot; href=&quot;https://www.youtube.com/redirect?event=video_description&amp;amp;redir_token=QUFFLUhqbFNrMkJSZ1d6ODBzYnQtLWtINklvZmFPUlRPZ3xBQ3Jtc0tuWWRfVEpsMGpXc0stUU8yR0tpWFJEdmFuSlZmS3JVSnZVOHo1N21oSTF3TG5iSE9KNnkxb3RfdExiT3lMakpITTZxandmU0RnRFp2S2VjcHNYaC1MNUJ5VlVrd2J5VnhWQXktbVdvZDVNeHBpRmZCZw&amp;amp;q=https%3A%2F%2Faiforkids.in%2Fclass-10%2Fnlp%2F&amp;amp;v=Fge1v3SyAM8&quot; rel=&quot;&quot; target=&quot;_blank&quot;&gt;https://aiforkids.in/class-10/nlp/&lt;/a&gt; &amp;#129302; Community Q&amp;amp;A for NLP: &lt;a tabindex=&quot;0&quot; href=&quot;https://www.youtube.com/redirect?event=video_description&amp;amp;redir_token=QUFFLUhqbndsYy1sQkNFTWNIdDhEaEtsR1l0RmhLVmtjQXxBQ3Jtc0trRHNXOHR6ZVA5a1Q5UmlOMmUtbEdoT3YwaEl6Z0VMU0NYYjVjWnJZR3FDTkpETmR6ck5UdlhzMDN1UlBPckJxeGRPakkzNnR3QXU0cUNGMmR4OFM1cHBfZHRBbUp4QU85ZDgtZlVFcE5KNnlrT3BkNA&amp;amp;q=https%3A%2F%2Faiforkids.in%2Fqa%2Ftag%2Fnlp&amp;amp;v=Fge1v3SyAM8&quot; rel=&quot;&quot; target=&quot;_blank&quot;&gt;https://aiforkids.in/qa/tag/nlp&lt;/a&gt; &amp;#128250; Must-Watch Video Lectures to Score High! 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</description>
<category>Board Exam Papers</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3352/artificial-intelligence-2025-board-exams-revision-plan?show=3356#a3356</guid>
<pubDate>Mon, 10 Mar 2025 11:31:47 +0000</pubDate>
</item>
<item>
<title>Answered: Problem scoping is the stage where</title>
<link>https://aiforkids.in/qa/639/problem-scoping-is-the-stage-where?show=3232#a3232</link>
<description>


&lt;p&gt;&lt;span style=&#039;background-color:#eeeeee; color:#0f0e0e; font-family:Roboto,Oxygen,Ubuntu,Cantarell,&quot;Open Sans&quot;,&quot;Helvetica Neue&quot;,sans-serif; font-size:medium&#039;&gt;1. The problem can be identified and goals can be set&lt;/span&gt;&lt;/p&gt;

</description>
<category>Other</category>
<guid isPermaLink="true">https://aiforkids.in/qa/639/problem-scoping-is-the-stage-where?show=3232#a3232</guid>
<pubDate>Thu, 26 Sep 2024 01:35:56 +0000</pubDate>
</item>
<item>
<title>Answered: AI Answer Key and Paper Solution 2024 Set 4</title>
<link>https://aiforkids.in/qa/3196/ai-answer-key-and-paper-solution-2024-set-4?show=3197#a3197</link>
<description>


&lt;div style=&quot;position:relative;padding-bottom:56.25%;padding-top:30px;height:0;overflow:hidden&quot; class=&quot;youtube-embed-wrapper&quot;&gt;

&lt;div style=&quot;position:relative;padding-bottom:56.25%;padding-top:30px;height:0;overflow:hidden&quot; class=&quot;youtube-embed-wrapper&quot;&gt;

&lt;div class=&quot;youtube-embed-wrapper&quot; style=&quot;position:relative;padding-bottom:56.25%;padding-top:30px;height:0;overflow:hidden&quot;&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://www.youtube.com/embed/_WCeq7tOdNE&quot;&gt;&lt;img src=&quot;https://img.youtube.com/vi/_WCeq7tOdNE/sddefault.jpg&quot; style=&quot;height:100%; left:0; position:absolute; top:0; width:100%&quot; alt=&quot;image&quot;&gt;&lt;/a&gt;&lt;/div&gt;

&lt;p&gt;Artificial Intelligence Class 10 2024 Answer Key SET 4&lt;/p&gt;&lt;/div&gt;&lt;/div&gt;

&lt;p&gt;&lt;/p&gt;

</description>
<category>Class 12</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3196/ai-answer-key-and-paper-solution-2024-set-4?show=3197#a3197</guid>
<pubDate>Wed, 13 Mar 2024 07:13:42 +0000</pubDate>
</item>
<item>
<title>Answered: Face of ai Ai Domin</title>
<link>https://aiforkids.in/qa/2634/face-of-ai-ai-domin?show=3195#a3195</link>
<description>are are you asking the major domain of an ai or wt are the domains of then ai ! if are asking the domains then there are three domains&lt;br /&gt;
&lt;br /&gt;
1)NLP&lt;br /&gt;
&lt;br /&gt;
2) cv&lt;br /&gt;
&lt;br /&gt;
3) data science</description>
<category>Class 9</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2634/face-of-ai-ai-domin?show=3195#a3195</guid>
<pubDate>Tue, 12 Mar 2024 14:21:31 +0000</pubDate>
</item>
<item>
<title>Answered: Give an example where High Accuracy is not usable.</title>
<link>https://aiforkids.in/qa/831/give-an-example-where-high-accuracy-is-not-usable?show=3193#a3193</link>
<description>


&lt;p&gt;Let us go back to the Forest Fire example. Assume that the model always predicts that there is no fire.&lt;/p&gt;

&lt;p&gt;But in reality, there is a 2% chance of forest fire breaking out. In this case, for 98 cases, the model will&amp;nbsp;be right but for those 2 cases in which there was a forest fire, then too the model predicted no fire.&lt;/p&gt;

&lt;hr&gt;

&lt;p&gt;Here,&amp;nbsp;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;True Positives = 0&amp;nbsp;&lt;/li&gt;

&lt;li&gt;True Negatives = 98&amp;nbsp;&lt;/li&gt;

&lt;li&gt;Total cases = 100&amp;nbsp;&lt;/li&gt;

&lt;li&gt;Therefore, accuracy becomes: (98 + 0) / 100 = &lt;strong&gt;98%&lt;/strong&gt;&lt;/li&gt;&lt;/ul&gt;

&lt;hr&gt;

&lt;p&gt;This is a fairly high accuracy for an AI model.&amp;nbsp;&lt;/p&gt;

&lt;div&gt;

&lt;p&gt;But this parameter is &lt;strong&gt;useless for us &lt;/strong&gt;as the actual cases&amp;nbsp;where the fire broke out are not taken into account.&amp;nbsp;&lt;/p&gt;

&lt;p&gt;Hence, there is a need to look at another&amp;nbsp;parameter which takes account of such cases as well known as precision.&lt;/p&gt;

&lt;hr&gt;

&lt;p&gt;Study more about Evaluation at&amp;nbsp;&lt;a rel=&quot;&quot; href=&quot;https://aiforkids.in/class-10/evaluation/&quot;&gt;Evaluation Class 10&lt;/a&gt;&lt;/p&gt;&lt;/div&gt;

</description>
<category>Other</category>
<guid isPermaLink="true">https://aiforkids.in/qa/831/give-an-example-where-high-accuracy-is-not-usable?show=3193#a3193</guid>
<pubDate>Fri, 08 Mar 2024 12:31:23 +0000</pubDate>
</item>
<item>
<title>Answered: what is mercury</title>
<link>https://aiforkids.in/qa/3189/what-is-mercury?show=3192#a3192</link>
<description>


&lt;ol&gt;

&lt;li&gt;&lt;strong&gt;Mercury&amp;nbsp;&lt;/strong&gt;is&amp;nbsp;a&amp;nbsp;thermometric&amp;nbsp;liquid&amp;nbsp;used&amp;nbsp;in&amp;nbsp;a&amp;nbsp;thermometer.&lt;/li&gt;

&lt;li&gt;It&amp;nbsp;is&amp;nbsp;used&amp;nbsp;due&amp;nbsp;to&amp;nbsp;it&amp;nbsp;conducts&amp;nbsp;heat&amp;nbsp;so&amp;nbsp;when&amp;nbsp;there&amp;nbsp;is&amp;nbsp;heat&amp;nbsp;in&amp;nbsp;the&amp;nbsp;surrounding&amp;nbsp;nature&amp;nbsp;It will&amp;nbsp;expand&amp;nbsp;and&amp;nbsp;show&amp;nbsp;the&amp;nbsp;temperature.&lt;/li&gt;

&lt;li&gt;Alcohol&amp;nbsp;can&amp;nbsp;be&amp;nbsp;also&amp;nbsp;used&amp;nbsp;as&amp;nbsp;a&amp;nbsp;thermometric&amp;nbsp;liquid&lt;/li&gt;&lt;/ol&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

</description>
<category>Other</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3189/what-is-mercury?show=3192#a3192</guid>
<pubDate>Tue, 05 Mar 2024 06:29:17 +0000</pubDate>
</item>
<item>
<title>Answered: AI Revision for Class 10 2024 Board Exam in One Day</title>
<link>https://aiforkids.in/qa/3190/ai-revision-for-class-10-2024-board-exam-in-one-day?show=3191#a3191</link>
<description>


&lt;p&gt;&lt;img alt=&quot;Class 10 AI Board Exam Planner by Aiforkids&quot; src=&quot;https://aiforkids.in/qa/?qa=blob&amp;amp;qa_blobid=17292656744548323272&quot; style=&quot;height:600px; width:600px&quot;&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;PLAYLIST LINK&lt;/strong&gt; -&amp;nbsp;&lt;a rel=&quot;nofollow&quot; href=&quot;https://www.youtube.com/playlist?list=PLO7HHXt7m9GxBD6mLxy6h2B9DJoRNCfHe&quot;&gt;https://www.youtube.com/playlist?list=PLO7HHXt7m9GxBD6mLxy6h2B9DJoRNCfHe&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;By watching our AI Revision Youtube Videos, you can benefit from the power of artificial intelligence technology. The videos are designed to adapt to your learning style and pace, providing personalized recommendations and suggestions based on your performance.
&lt;br&gt;
&lt;br&gt;This ensures that you are able to focus on the areas where you need the most improvement, maximizing your study time and efficiency. In addition to the comprehensive coverage of the exam material, our AI Revision Youtube Videos also include practice questions and quizzes to test your understanding.
&lt;br&gt;
&lt;br&gt;This allows you to assess your progress and identify any areas that may require further review. With our videos, you can feel confident and well-prepared for the Class 10 2024 Board Exam, knowing that you have utilized the most effective and efficient study resource available.&lt;/p&gt;

</description>
<category>Board Exam Papers</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3190/ai-revision-for-class-10-2024-board-exam-in-one-day?show=3191#a3191</guid>
<pubDate>Tue, 05 Mar 2024 05:59:12 +0000</pubDate>
</item>
<item>
<title>Answered: please refer a QUESTION BANK and SAMPLE PAPER book for 2023-24</title>
<link>https://aiforkids.in/qa/3187/please-refer-question-bank-and-sample-paper-book-for-2023-24?show=3188#a3188</link>
<description>


&lt;p&gt;Hello,
&lt;br&gt;You can Access Set of Sample Papers from Aiforkids Telegram (&lt;a rel=&quot;nofollow&quot; href=&quot;https://t.me/aiforkids&quot;&gt;https://t.me/aiforkids&lt;/a&gt;)&lt;/p&gt;

</description>
<category>Communication Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3187/please-refer-question-bank-and-sample-paper-book-for-2023-24?show=3188#a3188</guid>
<pubDate>Tue, 06 Feb 2024 08:55:55 +0000</pubDate>
</item>
<item>
<title>Answered: Sagar is collecting data from social media platforms. He collected a large amount of data. but he wants specific information from it. Which NLP application would help him?</title>
<link>https://aiforkids.in/qa/1711/collecting-platforms-collected-information-application?show=3179#a3179</link>
<description>NLP applications are designed to understand and process human language, enabling them to perform tasks like text summarization, sentiment analysis, named entity recognition, topic modeling, and more. &lt;br /&gt;
&lt;br /&gt;
By employing the right NLP techniques, Sagar can efficiently extract the information he needs from the collected data.</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/1711/collecting-platforms-collected-information-application?show=3179#a3179</guid>
<pubDate>Tue, 08 Aug 2023 09:50:40 +0000</pubDate>
</item>
<item>
<title>Answered: Having a conversation with more than two people is a type of ______________ communication.</title>
<link>https://aiforkids.in/qa/1030/having-conversation-people-______________-communication?show=3173#a3173</link>
<description>


&lt;h1&gt;&lt;strong&gt;Opt. C&amp;nbsp;- &lt;u&gt;SMALL GROUP COMMUNICATION&lt;/u&gt;&amp;nbsp;&lt;/strong&gt;&lt;/h1&gt;

</description>
<category>Communication Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/1030/having-conversation-people-______________-communication?show=3173#a3173</guid>
<pubDate>Tue, 25 Jul 2023 10:32:53 +0000</pubDate>
</item>
<item>
<title>Answered: Give some examples of AI Bias</title>
<link>https://aiforkids.in/qa/3156/give-some-examples-of-ai-bias?show=3161#a3161</link>
<description>


&lt;h3&gt;&amp;zwj;1. Amazon&amp;rsquo;s algorithm discriminated against women:&lt;/h3&gt;

&lt;p&gt;Employment is one of the most common areas for bias to manifest in modern life. Despite progress over the past couple of decades, women are still underrepresented in roles relating to STEM (science, technology, engineering and mathematics).&amp;nbsp;&lt;a rel=&quot;nofollow&quot; target=&quot;_blank&quot; href=&quot;https://www2.deloitte.com/us/en/insights/industry/technology/technology-media-and-telecom-predictions/2022/statistics-show-women-in-technology-are-facing-new-headwinds.html&quot;&gt;According to Deloitte&lt;/a&gt;, for example, women accounted for less than a quarter of technical roles in 2020.&lt;/p&gt;

&lt;p&gt;That wasn&amp;rsquo;t helped by&amp;nbsp;&lt;a rel=&quot;nofollow&quot; target=&quot;_blank&quot; href=&quot;https://www.reuters.com/article/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G&quot;&gt;Amazon&amp;rsquo;s automated recruitment system&lt;/a&gt;, which was intended to evaluate applicants based on their suitability for various roles. The system learned how to judge if someone was suitable for a role by looking at resumes from previous candidates. Sadly, it became biased against women in the process.&lt;/p&gt;

&lt;p&gt;Because women had previously been underrepresented in technical roles, the AI system thought that male applicants were consciously preferred. Consequently, it penalized resumes from female applicants with a lower rating. Despite making changes, it was no surprise that Amazon eventually ditched the initiative in 2017.&lt;/p&gt;

&lt;h3&gt;2. COMPAS race bias with reoffending rates:&lt;/h3&gt;

&lt;p&gt;It&amp;rsquo;s not just gender bias that can be reflected by artificial intelligence. There are several AI bias examples relating to race too.&amp;nbsp;&lt;/p&gt;

&lt;p&gt;The Correctional Offender Management Profiling for Alternative Sanctions (COMPAS) predicted the likelihood that US criminals would re-offend. In 2016,&amp;nbsp;&lt;a rel=&quot;nofollow&quot; target=&quot;_blank&quot; href=&quot;https://www.propublica.org/article/how-we-analyzed-the-compas-recidivism-algorithm&quot;&gt;ProPublica investigated&lt;/a&gt;&amp;nbsp;COMPAS and found that the system was far more likely to say black defendants were at risk of reoffending than their white counterparts.&lt;/p&gt;

&lt;p&gt;While it correctly predicted reoffending at a rate of around 60% for both black and white defendants, COMPAS:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Misclassified almost twice as many black defendants (45%) as higher risk compared to white defendants (23%)&lt;/li&gt;

&lt;li&gt;Mistakenly labeled more white defendants as low risk, who then went on to reoffend &amp;ndash; 48% white defendants compared to 28% black defendants&lt;/li&gt;

&lt;li&gt;Classified black defendants as higher risk when all other variables (such as prior crimes, age, and gender) were controlled &amp;ndash; 77% more likely than white defendants.&lt;/li&gt;&lt;/ul&gt;

&lt;h3&gt;3. US healthcare algorithm underestimated black patients&amp;rsquo; needs:&lt;/h3&gt;

&lt;p&gt;AI can also reflect racial prejudices in healthcare, which was the case for an algorithm used by US hospitals. Used for over 200 million people, the algorithm was designed to predict which patients needed extra medical care. It analyzed their healthcare cost history &amp;ndash; assuming that cost indicates a person&amp;rsquo;s healthcare needs.&lt;/p&gt;

&lt;p&gt;However, that assumption didn&amp;rsquo;t account for the different ways in which black and white patients pay for healthcare. A&amp;nbsp;&lt;a rel=&quot;nofollow&quot; target=&quot;_blank&quot; href=&quot;https://www.science.org/doi/full/10.1126/science.aax2342&quot;&gt;2019 paper in Science&lt;/a&gt;&amp;nbsp;explains how black patients are more likely to pay for active interventions like emergency hospital visits &amp;ndash; despite showing signs of uncontrolled illnesses.&lt;/p&gt;

&lt;p&gt;As a result, black patients:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Received lower risk scores than their white counterparts&lt;/li&gt;

&lt;li&gt;Were put on par with healthier white people in terms of costs&lt;/li&gt;

&lt;li&gt;Did not qualify for extra care as much as white patients with the same needs&lt;/li&gt;&lt;/ul&gt;

&lt;h3&gt;4. ChatBot Tay shared discriminatory tweets:&lt;/h3&gt;

&lt;p&gt;While Twitter has made recent headlines due to Elon Musk&amp;rsquo;s acquisition, Microsoft&amp;rsquo;s attempt to showcase a chatbot on the platform was even more controversial.&amp;nbsp;&lt;/p&gt;

&lt;p&gt;In 2016, they&amp;nbsp;&lt;a rel=&quot;nofollow&quot; target=&quot;_blank&quot; href=&quot;https://www.theverge.com/2016/3/24/11297050/tay-microsoft-chatbot-racist&quot;&gt;launched Tay&lt;/a&gt;, intended to learn from its casual, playful conversations with other users of the app.&lt;/p&gt;

&lt;p&gt;Initially, Microsoft noted how &amp;ldquo;relevant public data&amp;rdquo; would be &amp;ldquo;modeled, cleaned and filtered&amp;rdquo;. However, within 24 hours, the chatbot was sharing tweets that were racist, transphobic and antisemitic. It learned discriminatory behavior from its interactions with users, many of whom were feeding it inflammatory messages.&lt;/p&gt;

</description>
<category>Class 12</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3156/give-some-examples-of-ai-bias?show=3161#a3161</guid>
<pubDate>Wed, 12 Jul 2023 10:30:16 +0000</pubDate>
</item>
<item>
<title>Answered: Class 10: AI Answer Key / Paper Solution in 10 MINS</title>
<link>https://aiforkids.in/qa/3138/class-10-ai-answer-key-paper-solution-in-10-mins?show=3139#a3139</link>
<description>


&lt;p&gt;Click the Image Below to Open YouTube Solution &amp;lt;33&lt;/p&gt;

&lt;p&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://www.youtube.com/watch?v=Ep7jC9l0d3k&quot;&gt;&lt;img alt=&quot;AI ANSWER KEY in 10 MINS&quot; src=&quot;https://aiforkids.in/qa/?qa=blob&amp;amp;qa_blobid=9245922777967664284&quot; style=&quot;height:337px; width:600px&quot;&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Class 10: AI Answer Key / Paper Solution and Analysis with discussion of Artificial Intelligence Exam Paper of Class 10 AI Board Exam | Artificial Intelligence Board Exam AI 417 2023&lt;/p&gt;

&lt;div&gt;&lt;strong&gt;TAGS: &lt;/strong&gt;&lt;/div&gt;

&lt;p&gt;artificial intelligence,artificial intelligence class 10,answer key 2023 artificial intelligence ai 417,ai 417 answer key for boards,board exam solutions,answers exam ai 417,marking scheme 2023,answer solutions,class 10- solutions pdf 2023 ai,board exam solved class 10,board exam 2023 solutions,cbse ai 10 solution pdf,sample paper 2023 it 402,question paper 2023 board exam 2023,solution,question paper,2023,cbse,set a,aiforkids,lalit,ai&lt;/p&gt;

</description>
<category>Communication Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3138/class-10-ai-answer-key-paper-solution-in-10-mins?show=3139#a3139</guid>
<pubDate>Mon, 13 Mar 2023 07:20:34 +0000</pubDate>
</item>
<item>
<title>Answered: Samiksha, a student of class X was exploring the Natural Language Processing domain.</title>
<link>https://aiforkids.in/qa/3108/samiksha-student-exploring-natural-language-processing-domain?show=3137#a3137</link>
<description>


&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;TEXT NORMALIZATION&amp;nbsp;&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;TOKNEISATION : Akash, and, Ajay,&amp;nbsp;are, best, friends, Akash, likes, to, play, football, but, Ajay, prefers, to, play, online ,games&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;REMOVAL OF STOPWORDS&amp;nbsp;&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;Akash, Ajay, best, friends, Akash, likes, play, football, Ajay, prefers, play, online, games&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;Converting text to common case&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;akash, ajay, best,friends,akash,likes,,play,football,ajay,prefers,online,games
&lt;br&gt;STEMMING&amp;nbsp;&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;akash, ajay,best,friend,akash,like,play,football,ajay,prefers,online,games&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;font-size:11px&quot;&gt;&lt;strong&gt;LEMMATIZATION&amp;nbsp;&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong style=&quot;font-size:11px&quot;&gt;akash, ajay,best,friend,akash,like,play,football,ajay,prefers,online,games&lt;/strong&gt;&lt;/p&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3108/samiksha-student-exploring-natural-language-processing-domain?show=3137#a3137</guid>
<pubDate>Sun, 12 Mar 2023 03:42:32 +0000</pubDate>
</item>
<item>
<title>Answered: Saurabh is working on NLP based project. He wanted to know about the concept where the entire corpus is being divided into sentences. Help hip and explain the concept.</title>
<link>https://aiforkids.in/qa/1435/saurabh-working-project-concept-divided-sentences-explain?show=3135#a3135</link>
<description>


&lt;p&gt;&lt;strong&gt;This is done under Sentence segmentation, where the whole corpus is reduced&amp;nbsp;into sentences&amp;nbsp;&lt;/strong&gt;&lt;/p&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/1435/saurabh-working-project-concept-divided-sentences-explain?show=3135#a3135</guid>
<pubDate>Sun, 12 Mar 2023 01:34:47 +0000</pubDate>
</item>
<item>
<title>Answered: Ayushi was learning about NLP. She wanted to know the term used for the whole textual data from all the documents altogether. Help her in identifying the term used for it.</title>
<link>https://aiforkids.in/qa/3103/ayushi-learning-textual-documents-altogether-identifying?show=3134#a3134</link>
<description>


&lt;p&gt;&lt;strong&gt;ANSWER = CORPUS&lt;/strong&gt;&lt;/p&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3103/ayushi-learning-textual-documents-altogether-identifying?show=3134#a3134</guid>
<pubDate>Sun, 12 Mar 2023 01:33:03 +0000</pubDate>
</item>
<item>
<title>Answered: 9. Document 1: Amit and Amita are twins Document 2: Amit lives with his grandparents in Shimla. Document 3: Amita lives with her parents in Delhi. Create a step-by-step approach to implement a bag of words algorithm.</title>
<link>https://aiforkids.in/qa/2972/document-document-grandparents-document-implement-algorithm?show=3124#a3124</link>
<description>


&lt;p style=&#039;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px 0px 1.25em; color: rgb(55, 65, 81); font-family: S&amp;ouml;hne, ui-sans-serif, system-ui, -apple-system, &quot;Segoe UI&quot;, Roboto, Ubuntu, Cantarell, &quot;Noto Sans&quot;, sans-serif, &quot;Helvetica Neue&quot;, Arial, &quot;Apple Color Emoji&quot;, &quot;Segoe UI Emoji&quot;, &quot;Segoe UI Symbol&quot;, &quot;Noto Color Emoji&quot;; white-space: pre-wrap; background-color: rgb(247, 247, 248);&#039;&gt;The bag of words algorithm is a popular approach used in natural language processing to represent text data as a set of features or vectors that can be used in machine learning models. Here are the steps to implement the bag of words algorithm:&lt;/p&gt;

&lt;ol style=&#039;--tw-backdrop-blur:; --tw-backdrop-brightness:; --tw-backdrop-contrast:; --tw-backdrop-grayscale:; --tw-backdrop-hue-rotate:; --tw-backdrop-invert:; --tw-backdrop-opacity:; --tw-backdrop-saturate:; --tw-backdrop-sepia:; --tw-blur:; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-brightness:; --tw-contrast:; --tw-drop-shadow:; --tw-grayscale:; --tw-hue-rotate:; --tw-invert:; --tw-numeric-figure:; --tw-numeric-fraction:; --tw-numeric-spacing:; --tw-ordinal:; --tw-pan-x:; --tw-pan-y:; --tw-pinch-zoom:; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-inset:; --tw-ring-offset-color:#ffffff; --tw-ring-offset-shadow:0 0 transparent; --tw-ring-offset-width:0px; --tw-ring-shadow:0 0 transparent; --tw-rotate:0; --tw-saturate:; --tw-scale-x:1; --tw-scale-y:1; --tw-scroll-snap-strictness:proximity; --tw-sepia:; --tw-shadow-colored:0 0 transparent; --tw-shadow:0 0 transparent; --tw-skew-x:0; --tw-skew-y:0; --tw-slashed-zero:; --tw-translate-x:0; --tw-translate-y:0; background-color:#f7f7f8; border:0px solid #d9d9e3; box-sizing:border-box; color:#374151; counter-reset:item 0; display:flex; flex-direction:column; font-family:S&amp;ouml;hne,ui-sans-serif,system-ui,-apple-system,&quot;Segoe UI&quot;,Roboto,Ubuntu,Cantarell,&quot;Noto Sans&quot;,sans-serif,&quot;Helvetica Neue&quot;,Arial,&quot;Apple Color Emoji&quot;,&quot;Segoe UI Emoji&quot;,&quot;Segoe UI Symbol&quot;,&quot;Noto Color Emoji&quot;; list-style-image:initial; list-style-position:initial; margin:1.25em 0px; padding-left:1rem; padding-right:0px; white-space:pre-wrap&#039;&gt;

&lt;li style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px; padding-left: 0.375em;&quot;&gt;

&lt;p style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px;&quot;&gt;Collect the text documents you want to analyze. In this case, we have three documents about Amit and Amita.&lt;/p&gt;&lt;/li&gt;

&lt;li style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px; padding-left: 0.375em;&quot;&gt;

&lt;p style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px;&quot;&gt;Preprocess the text data by removing stop words, punctuation, and other irrelevant information. For example, we can remove &quot;and&quot; and &quot;are&quot; from Document 1, as they do not contribute to the meaning.&lt;/p&gt;&lt;/li&gt;

&lt;li style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px; padding-left: 0.375em;&quot;&gt;

&lt;p style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px;&quot;&gt;Tokenize the text data into individual words or terms. For example, we can tokenize Document 2 into &quot;Amit&quot;, &quot;lives&quot;, &quot;with&quot;, &quot;his&quot;, &quot;grandparents&quot;, &quot;in&quot;, and &quot;Shimla&quot;.&lt;/p&gt;&lt;/li&gt;

&lt;li style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored:0 0 transparent; --tw-blur: ; --tw-brightness: ; --tw-contrast: ; --tw-grayscale: ; --tw-hue-rotate: ; --tw-invert: ; --tw-saturate: ; --tw-sepia: ; --tw-drop-shadow: ; --tw-backdrop-blur: ; --tw-backdrop-brightness: ; --tw-backdrop-contrast: ; --tw-backdrop-grayscale: ; --tw-backdrop-hue-rotate: ; --tw-backdrop-invert: ; --tw-backdrop-opacity: ; --tw-backdrop-saturate: ; --tw-backdrop-sepia: ; margin: 0px; padding-left: 0.375em;&quot;&gt;&amp;lt;p style=&quot;border: 0px solid rgb(217, 217, 227); box-sizing: border-box; --tw-border-spacing-x:0; --tw-border-spacing-y:0; --tw-translate-x:0; --tw-translate-y:0; --tw-rotate:0; --tw-skew-x:0; --tw-skew-y:0; --tw-scale-x:1; --tw-scale-y:1; --tw-pan-x: ; --tw-pan-y: ; --tw-pinch-zoom: ; --tw-scroll-snap-strictness:proximity; --tw-ordinal: ; --tw-slashed-zero: ; --tw-numeric-figure: ; --tw-numeric-spacing: ; --tw-numeric-fraction: ; --tw-ring-inset: ; --tw-ring-offset-width:0px; --tw-ring-offset-color:#fff; --tw-ring-color:rgba(59,130,246,0.5); --tw-ring-offset-shadow:0 0 transparent; --tw-ring-shadow:0 0 transparent; --tw-shadow:0 0 transparent; --tw-shadow-colored&lt;/li&gt;&lt;/ol&gt;
</description>
<category>Class 12</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2972/document-document-grandparents-document-implement-algorithm?show=3124#a3124</guid>
<pubDate>Fri, 10 Mar 2023 09:56:20 +0000</pubDate>
</item>
<item>
<title>Answered: Search engines not only predict what popular searches may apply to your query as</title>
<link>https://aiforkids.in/qa/3100/search-engines-only-predict-what-popular-searches-apply-query?show=3120#a3120</link>
<description>(C)NATURAL LANGUAGE PROCESSING</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3100/search-engines-only-predict-what-popular-searches-apply-query?show=3120#a3120</guid>
<pubDate>Fri, 10 Mar 2023 09:52:18 +0000</pubDate>
</item>
<item>
<title>Answered: Identify the type of chatbot with the information given below:</title>
<link>https://aiforkids.in/qa/3105/identify-the-type-chatbot-with-the-information-given-below?show=3119#a3119</link>
<description>


&lt;p&gt;&lt;strong&gt;Script Bot&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;These bots work on pre-programmed instructions inside the application/machine and are generally easy to develop.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;They are deployed in the customer care section of various companies.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;Their job is to answer some basic queries that they are coded for and connect them to human executives once they are unable to handle the conversation.&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;div&gt;Learn more at &lt;a rel=&quot;nofollow&quot; href=&quot;https://youtu.be/9jvuleVQWyE&quot;&gt;NLP Class 10 Video Lecture&amp;nbsp;&lt;/a&gt;&lt;/div&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3105/identify-the-type-chatbot-with-the-information-given-below?show=3119#a3119</guid>
<pubDate>Mon, 06 Mar 2023 01:58:15 +0000</pubDate>
</item>
<item>
<title>Answered: Which of the following is the type of data used by NLP applications?</title>
<link>https://aiforkids.in/qa/3102/which-of-the-following-is-the-type-data-used-nlp-applications?show=3118#a3118</link>
<description>option d ) text and &amp;nbsp;speech</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3102/which-of-the-following-is-the-type-data-used-nlp-applications?show=3118#a3118</guid>
<pubDate>Mon, 06 Mar 2023 01:56:19 +0000</pubDate>
</item>
<item>
<title>Answered: _____ helps in assigning a predefined category to a document, organize it in such a way that helps customers to find information they want.</title>
<link>https://aiforkids.in/qa/3101/assigning-predefined-category-document-customers-information?show=3116#a3116</link>
<description>Text Classification is the answer</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3101/assigning-predefined-category-document-customers-information?show=3116#a3116</guid>
<pubDate>Mon, 06 Mar 2023 01:53:58 +0000</pubDate>
</item>
<item>
<title>Answered: A corpus contains 12 documents. How many document vectors will be there for that corpus?</title>
<link>https://aiforkids.in/qa/3104/corpus-contains-documents-many-document-vectors-there-corpus?show=3115#a3115</link>
<description>a)12 is the correct option.</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3104/corpus-contains-documents-many-document-vectors-there-corpus?show=3115#a3115</guid>
<pubDate>Mon, 06 Mar 2023 01:50:59 +0000</pubDate>
</item>
<item>
<title>Answered: Classify the following into Smart bot or Script bot accordingly?</title>
<link>https://aiforkids.in/qa/3113/classify-the-following-into-smart-bot-script-bot-accordingly?show=3114#a3114</link>
<description>


&lt;p&gt;There are two types of chatbots: Smart bots and Script bots.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Smart Bots:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use AI and NLP to generate responses and improve over time.&lt;/li&gt;

&lt;li&gt;Examples: &lt;strong&gt;Mitsuku Bot, Clever Bot, Jabberwacky, Haptik&lt;/strong&gt;, and &lt;strong&gt;Rose&lt;/strong&gt;.&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;/p&gt;

&lt;div&gt;&lt;strong&gt;&amp;nbsp;Script Bots:&lt;/strong&gt;
&lt;br&gt;&amp;nbsp;&lt;/div&gt;

&lt;ul&gt;

&lt;li&gt;Use pre-programmed scripts for responses.&lt;/li&gt;

&lt;li&gt;An example of a script bot is OChatbot, which relies on predetermined responses based on the script it is programmed with.&amp;nbsp;&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Learn more about NLP and smart bots here:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;NLP NOTES:&amp;nbsp;&lt;a rel=&quot;&quot; target=&quot;_new&quot; href=&quot;https://aiforkids.in/class-10/nlp/&quot;&gt;https://aiforkids.in/class-10/nlp/&lt;/a&gt;&lt;/li&gt;

&lt;li&gt;NLP ChatBot notes:&amp;nbsp;&lt;a rel=&quot;&quot; target=&quot;_new&quot; href=&quot;https://aiforkids.in/class-10/nlp/#chatbots&quot;&gt;https://aiforkids.in/class-10/nlp/#chatbots&lt;/a&gt;&lt;/li&gt;

&lt;li&gt;NLP Video :&amp;nbsp;&lt;a rel=&quot;nofollow&quot; target=&quot;_new&quot; href=&quot;https://www.youtube.com/watch?v=9jvuleVQWyE&quot;&gt;https://www.youtube.com/watch?v=9jvuleVQWyE&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;/p&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3113/classify-the-following-into-smart-bot-script-bot-accordingly?show=3114#a3114</guid>
<pubDate>Sun, 05 Mar 2023 12:13:02 +0000</pubDate>
</item>
<item>
<title>Answered: What will be the results of conversion of the term, ‘happily’ in the process of stemming and lemmatization? Which process takes longer time for execution?</title>
<link>https://aiforkids.in/qa/3106/results-conversion-happily-stemming-lemmatization-execution?show=3112#a3112</link>
<description>


&lt;table border=&quot;1&quot; cellpadding=&quot;1&quot; style=&quot;width:100%&quot;&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td style=&quot;text-align:center&quot;&gt;Word&lt;/td&gt;

&lt;td style=&quot;text-align:center; vertical-align:middle&quot;&gt;&lt;strong&gt;Stemming&lt;/strong&gt;&lt;/td&gt;

&lt;td style=&quot;text-align:center&quot;&gt;&lt;strong&gt;Lemmatization&lt;/strong&gt;&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td rowspan=&quot;1&quot; colspan=&quot;1&quot; style=&quot;text-align:center&quot;&gt;&lt;strong&gt;Happily&lt;/strong&gt;&lt;/td&gt;

&lt;td style=&quot;text-align:center&quot;&gt;happi&lt;/td&gt;

&lt;td style=&quot;text-align:center&quot;&gt;happy&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;Process that takes longer time for execution is &lt;strong&gt;lemmatization,&amp;nbsp;&lt;/strong&gt;&amp;nbsp;because the word generated (lemma) is a meaning full word, and doing that needs high level processing.&lt;/p&gt;

&lt;p&gt;&lt;em&gt;(&amp;frac12; marks each for identifying the correct stem and lemma; 1 mark for identifying the correct process)&lt;/em&gt;&lt;/p&gt;

&lt;hr&gt;

&lt;p&gt;Learn more about Bag of Words at NLP&amp;nbsp;&lt;a rel=&quot;&quot; href=&quot;https://aiforkids.in/class-10/nlp/#data-processing&quot;&gt;NLP Processing Class 10&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://youtu.be/9jvuleVQWyE?t=2122&quot;&gt;&lt;img alt=&quot;&amp;#128293; NATURAL LANGUAGE PROCESSING Class 10 in 60 Mins | ONE SHOT Code 417 | CBSE 2023&quot; src=&quot;https://aiforkids.in/qa/?qa=blob&amp;amp;qa_blobid=13321421306190637689&quot; style=&quot;height:337px; width:600px&quot;&gt;&lt;/a&gt;&lt;/p&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3106/results-conversion-happily-stemming-lemmatization-execution?show=3112#a3112</guid>
<pubDate>Sun, 05 Mar 2023 10:03:00 +0000</pubDate>
</item>
<item>
<title>Answered: What do we get from the “bag of words&#039;&#039; algorithm?</title>
<link>https://aiforkids.in/qa/3107/what-do-we-get-from-the-bag-of-words-algorithm?show=3110#a3110</link>
<description>


&lt;p&gt;Bag of words gives us two things:&amp;nbsp;&lt;/p&gt;

&lt;ol&gt;

&lt;li&gt;A vocabulary of words for the corpus&amp;nbsp;&lt;/li&gt;

&lt;li&gt;The frequency of these words (number of times it has occurred in the whole corpus)&amp;nbsp;&lt;/li&gt;&lt;/ol&gt;

&lt;hr&gt;

&lt;p&gt;Learn more about &lt;strong&gt;Bag of Words&lt;/strong&gt; at &lt;a rel=&quot;&quot; href=&quot;https://aiforkids.in/class-10/nlp/#bag-of-word-algorithm&quot;&gt;NLP Bag of Words Class 10&lt;/a&gt;&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://youtu.be/9jvuleVQWyE?t=2275&quot;&gt;&lt;img alt=&quot;&amp;#128293; NATURAL LANGUAGE PROCESSING Class 10 in 60 Mins | ONE SHOT Code 417 | CBSE 2023&quot; src=&quot;https://aiforkids.in/qa/?qa=blob&amp;amp;qa_blobid=13321421306190637689&quot; style=&quot;height:337px; width:600px&quot;&gt;&lt;/a&gt;&lt;/p&gt;

&lt;div&gt;&lt;/div&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3107/what-do-we-get-from-the-bag-of-words-algorithm?show=3110#a3110</guid>
<pubDate>Sun, 05 Mar 2023 09:24:24 +0000</pubDate>
</item>
<item>
<title>Answered: i) How could you classify the system to solve this problem? ii) Create a 4W Project Canvas for this purpose.</title>
<link>https://aiforkids.in/qa/3096/could-classify-system-problem-create-project-canvas-purpose?show=3099#a3099</link>
<description>


&lt;p&gt;Solution :&lt;/p&gt;

&lt;hr&gt;

&lt;p&gt;&lt;strong&gt;i) How could you classify the system to solve this problem?&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Conduct a review of past support tickets to identify common issues and categorize them according to the proposed criteria&lt;/li&gt;

&lt;li&gt;Develop clear guidelines and examples for each category of ticket&lt;/li&gt;

&lt;li&gt;Work with the ticket management system provider to implement the necessary changes and prompts to ensure proper categorization of tickets&lt;/li&gt;

&lt;li&gt;Train support team members and users on the new categorization criteria and ticket submission process.&lt;/li&gt;&lt;/ul&gt;

&lt;div&gt;

&lt;hr&gt;

&lt;p&gt;&lt;strong&gt;ii)&amp;nbsp;&lt;/strong&gt;&lt;strong&gt;Create a 4W Project Canvas for this purpose&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style=&quot;color:#e74c3c&quot;&gt;&lt;strong&gt;Who:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;IT company&#039;s support team and ticket system users&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;span style=&quot;color:#e74c3c&quot;&gt;&lt;strong&gt;What:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Establishing clear criteria and guidelines for categorizing support tickets into Urgent, Important, and Business as Usual&lt;/li&gt;

&lt;li&gt;Implementing a ticket management system that prompts users to select the appropriate category when submitting a support ticket&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;span style=&quot;color:#e74c3c&quot;&gt;&lt;strong&gt;Why:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;To improve response time and ensure proper prioritization of support tickets based on their impact on business operations&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;span style=&quot;color:#e74c3c&quot;&gt;&lt;strong&gt;Where:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Within the IT company&#039;s support team and ticket management system&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;span style=&quot;color:#e74c3c&quot;&gt;&lt;strong&gt;When:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Within the next 3 months&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;

&lt;hr&gt;

&lt;p&gt;Read More about 4ws at : &lt;a rel=&quot;&quot; href=&quot;https://aiforkids.in/qa/97/what-is-problem-scoping-what-are-the-4ws-of-problem-scoping%20%20Read%20more%20on%20Aiforkids.in%20-%20https://aiforkids.in/qa/3096/classify-system-solve-problem-create-project-canvas-purpose&quot;&gt;https://aiforkids.in/qa/97/what-are-4ws&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://www.youtube.com/watch?v=qFoIxZPt9Ho&quot;&gt;&lt;img alt=&quot;4Ws of Problem Scoping in AI Project Cycle | The 4Ws Canvas | Aiforkids -  YouTube&quot; src=&quot;https://i.ytimg.com/vi/qFoIxZPt9Ho/maxresdefault.jpg&quot;&gt;&lt;/a&gt;&lt;/p&gt;

</description>
<category>Class 9</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3096/could-classify-system-problem-create-project-canvas-purpose?show=3099#a3099</guid>
<pubDate>Thu, 23 Feb 2023 00:55:02 +0000</pubDate>
</item>
<item>
<title>Answered: How to Use ChatGPT: A Step-by-Step Guide with Code Examples</title>
<link>https://aiforkids.in/qa/3071/how-to-use-chatgpt-a-step-by-step-guide-with-code-examples?show=3072#a3072</link>
<description>


&lt;h2&gt;Introduction to ChatGPT: A Comprehensive Guide&lt;/h2&gt;

&lt;p&gt;ChatGPT is a powerful &lt;strong&gt;language model&lt;/strong&gt; developed by OpenAI that allows users to generate &lt;strong&gt;human-like text&lt;/strong&gt;. It can be used for a variety of tasks such as:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Chatbot development&lt;/li&gt;

&lt;li&gt;Language translation&lt;/li&gt;

&lt;li&gt;Text summarization&lt;/li&gt;

&lt;li&gt;Content generation&lt;/li&gt;

&lt;li&gt;Question answering&lt;/li&gt;

&lt;li&gt;And more...&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;In this guide, we will go through the steps of using ChatGPT to generate text, including how to access the API, send requests, and handle responses.&lt;/p&gt;

&lt;h3&gt;Step 1: Accessing the API&lt;/h3&gt;

&lt;p&gt;To use ChatGPT, you will first need to access the &lt;strong&gt;API endpoint&lt;/strong&gt;. You can either use the &lt;strong&gt;public endpoint&lt;/strong&gt; provided by OpenAI or host the model on your own infrastructure. The public endpoint can be accessed by signing up for an API key on the &lt;a rel=&quot;nofollow&quot; href=&quot;https://beta.openai.com/signup/&quot;&gt;OpenAI website&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Once you have your API key, you can use it to access the API endpoint, which is available at the following URL: &lt;a rel=&quot;nofollow&quot; href=&quot;https://api.openai.com/v1/engines/davinci/completions&quot;&gt;https://api.openai.com/v1/engines/davinci/completions&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;Step 2: Sending a Request to the API&lt;/h3&gt;

&lt;p&gt;Once you have access to the API endpoint, you can send a &lt;strong&gt;POST&lt;/strong&gt; request to generate text. The request body should contain the following parameters:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;&lt;strong&gt;prompt:&lt;/strong&gt; The text prompt to generate text for&lt;/li&gt;

&lt;li&gt;&lt;strong&gt;model:&lt;/strong&gt; The model to use (e.g. &quot;text-davinci-002&quot;)&lt;/li&gt;

&lt;li&gt;&lt;strong&gt;length:&lt;/strong&gt; The number of tokens to generate&lt;/li&gt;

&lt;li&gt;&lt;strong&gt;api_key:&lt;/strong&gt; Your API key&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;Here&#039;s an example of what a request to the API might look like:&lt;/p&gt;

&lt;p&gt;&lt;img alt=&quot;chatgpt how to use post&quot; src=&quot;https://aiforkids.in/qa/?qa=blob&amp;amp;qa_blobid=2238364601545184208&quot; style=&quot;height:348px; width:600px&quot;&gt;&lt;/p&gt;

&lt;h3&gt;Step 3: Handling the Response&lt;/h3&gt;

&lt;p&gt;The API will return a &lt;strong&gt;JSON&lt;/strong&gt; object containing the generated text. The generated text can be accessed by calling the &lt;strong&gt;&quot;generated_text&quot;&lt;/strong&gt; property on the returned JSON object. Example:&lt;/p&gt;

&lt;p&gt;&lt;img alt=&quot;chat gpt how to use api&quot; src=&quot;https://aiforkids.in/qa/?qa=blob&amp;amp;qa_blobid=104592043539325021&quot; style=&quot;height:253px; width:600px&quot;&gt;&lt;/p&gt;

&lt;h3&gt;Additional Resources&lt;/h3&gt;

&lt;p&gt;For more information on using ChatGPT, you can refer to the &lt;a rel=&quot;nofollow&quot; href=&quot;https://beta.openai.com/docs/api-reference/completions/create&quot;&gt;API documentation&lt;/a&gt; provided by OpenAI. Additionally, for more advanced use cases, you can also use the &lt;strong&gt;OpenAI SDK&lt;/strong&gt; which allows you to interact with the model in a more programmatic way. The SDK provides a high-level interface for working with the API, making it easier to integrate the model into your application. You can find more information and installation instructions on the &lt;a rel=&quot;nofollow&quot; href=&quot;https://github.com/openai/openai-sdk&quot;&gt;OpenAI SDK Github page&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;Another useful resource is the &lt;a rel=&quot;nofollow&quot; href=&quot;https://openai.com/docs/api-reference/introduction&quot;&gt;OpenAI API reference documentation&lt;/a&gt;, which provides detailed information on the different parameters and options available when making requests to the API.&lt;/p&gt;

&lt;p&gt;You can also check the &lt;a rel=&quot;nofollow&quot; href=&quot;https://openai.com/blog/&quot;&gt;OpenAI blog&lt;/a&gt; for more tutorials and examples of using the model. They have many interesting use cases and real-world examples of how the model can be used to generate text and make it easier to interact with the model.&lt;/p&gt;

&lt;p&gt;In conclusion,&amp;nbsp;ChatGPT is a powerful &lt;strong&gt;language model&lt;/strong&gt; developed by OpenAI that allows users to generate &lt;strong&gt;human-like text&lt;/strong&gt;, it can be used for a variety of tasks such as &lt;strong&gt;chatbot development, language translation, text summarization, content generation, question answering &lt;/strong&gt;and more, and it is &lt;strong&gt;easy to use &lt;/strong&gt; and &lt;strong&gt;integrates well with other tools and services&lt;/strong&gt;, making it a great option for &lt;strong&gt;experimenting with the model&lt;/strong&gt;.&lt;/p&gt;

&lt;hr&gt;

&lt;p&gt;Here are a few links to resources that you might find helpful when working with ChatGPT:&lt;/p&gt;

&lt;ul style=&quot;list-style-type:disc&quot;&gt;

&lt;li&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://beta.openai.com/docs/api-reference/completions/create&quot;&gt;ChatGPT API documentation&lt;/a&gt; - provides detailed information on how to use the API to generate text with ChatGPT&lt;/li&gt;

&lt;li&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://github.com/openai/openai-sdk&quot;&gt;OpenAI SDK&lt;/a&gt; - a high-level interface for working with the API, making it easier to integrate the model into your application&amp;nbsp;&lt;/li&gt;

&lt;li&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://openai.com/docs/api-reference/introduction&quot;&gt;OpenAI API reference documentation&lt;/a&gt; - provides detailed information on the different parameters and options available when making requests to the API&amp;nbsp;&lt;/li&gt;

&lt;li&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://openai.com/blog/&quot;&gt;OpenAI blog&lt;/a&gt; - check out the OpenAI blog for more tutorials and examples of using the model&amp;nbsp;&lt;/li&gt;

&lt;li&gt;&lt;a rel=&quot;nofollow&quot; href=&quot;https://beta.openai.com/signup/&quot;&gt;OpenAI website&lt;/a&gt; - sign up for an API key on the OpenAI website to access the public endpoint&amp;nbsp;&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;These links can provide you additional information and resources that can help you understand and use the model more efficiently.&lt;/p&gt;

</description>
<category>Class 12</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3071/how-to-use-chatgpt-a-step-by-step-guide-with-code-examples?show=3072#a3072</guid>
<pubDate>Sat, 14 Jan 2023 12:02:07 +0000</pubDate>
</item>
<item>
<title>Answered: Common errors that users may encounter while using ChatGPT</title>
<link>https://aiforkids.in/qa/3069/common-errors-that-users-may-encounter-while-using-chatgpt?show=3070#a3070</link>
<description>


&lt;div class=&quot;markdown prose w-full break-words dark:prose-invert dark&quot;&gt;

&lt;p&gt;Here are detailed solutions for the common errors that users may encounter while using ChatGPT:&lt;/p&gt;

&lt;p&gt;1. &lt;strong&gt;Data quality issues&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use a large, diverse, and high-quality dataset to fine-tune the model.&lt;/li&gt;

&lt;li&gt;Pre-process the data to remove any biases or inaccuracies.&lt;/li&gt;

&lt;li&gt;Verify the quality of the data by manually checking a sample of the data and correct any errors found.&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;2. &lt;strong&gt;Overfitting:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use a large and diverse dataset to fine-tune the model&lt;/li&gt;

&lt;li&gt;Implement techniques such as early stopping, dropout, and regularization to prevent overfitting&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;3. &lt;strong&gt;Poor performance on rare or out-of-vocabulary words:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use techniques such as sub-word tokenization or character-level models&lt;/li&gt;

&lt;li&gt;Use pre-trained models that have been trained on a large corpus of text and fine-tuned on a specific task&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;4. &lt;strong&gt;Limited context understanding:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use techniques such as bidirectional models or transformer-based models that can take into account the context of a prompt&lt;/li&gt;

&lt;li&gt;Use pre-trained models that have been trained on a large corpus of text and fine-tuned on a specific task&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;5. &lt;strong&gt;Computational resources:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use cloud-based services or specialized hardware such as Graphics Processing Units (GPUs) or Tensor Processing Units (TPUs) to handle the computational requirements&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;6. &lt;strong&gt;Interpretability:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use techniques such as attention maps and visualization tools to better understand how the model is making its decisions.&lt;/li&gt;

&lt;li&gt;Use explainable AI techniques like LIME (Local Interpretable Model-Agnostic Explanations)&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;7. &lt;strong&gt;Limited Language support:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Use pre-trained models that have been trained on a large corpus of text in the specific language you&#039;re targeting&lt;/li&gt;

&lt;li&gt;Fine-tune the model on a dataset of text in the specific language you&#039;re targeting&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;Please note that these are general solutions to the common errors that users may encounter while using ChatGPT, and it may not be applicable to every specific use case.&lt;/p&gt;

&lt;div&gt;Also Read:&amp;nbsp;&lt;a target=&quot;_blank&quot; rel=&quot;&quot; href=&quot;https://aiforkids.in/qa/3071/how-to-use-chatgpt-a-step-by-step-guide-with-code-examples&quot;&gt;How to Use Chat GPT&lt;/a&gt;&lt;/div&gt;&lt;/div&gt;

</description>
<category>Class 12</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3069/common-errors-that-users-may-encounter-while-using-chatgpt?show=3070#a3070</guid>
<pubDate>Thu, 12 Jan 2023 14:19:49 +0000</pubDate>
</item>
<item>
<title>Answered: Most Important FAQs Regarding AI Chat GPT</title>
<link>https://aiforkids.in/qa/3067/most-important-faqs-regarding-ai-chat-gpt?show=3068#a3068</link>
<description>


&lt;p&gt;&lt;strong&gt;What is ChatGPT?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;ChatGPT is a large language model developed by OpenAI that can generate human-like text. It is based on the GPT (Generative Pre-trained Transformer) architecture and has been trained on a massive amount of text data.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;How does ChatGPT work?&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;ChatGPT uses a deep neural network with a transformer architecture to generate text. It takes in a prompt, or a starting text, and generates a response based on the patterns it learned during training. The model is pre-trained on a large dataset and fine-tuned on specific task-related data.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What are the main features of ChatGPT?&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Generates human-like text&lt;/li&gt;

&lt;li&gt;Can be fine-tuned for specific tasks&lt;/li&gt;

&lt;li&gt;Can be used for applications such as language translation, question answering, and text summarization.&lt;/li&gt;

&lt;li&gt;Can generate text in many languages.&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;What are the advantages of using ChatGPT?&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Can reduce the amount of manual work required for text generation tasks&lt;/li&gt;

&lt;li&gt;Can be used to generate large amounts of text quickly&lt;/li&gt;

&lt;li&gt;Can improve the accuracy of text generation tasks&lt;/li&gt;

&lt;li&gt;Can be used to generate more natural-sounding text than rule-based systems&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;What are the limitations of using ChatGPT?&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Can generate biased or incorrect text if it has learned biases from the training data&lt;/li&gt;

&lt;li&gt;Can generate text that is not coherent or meaningful if the prompt is not well-formed&lt;/li&gt;

&lt;li&gt;Can be computationally expensive to run, requiring a powerful GPU or TPU&lt;/li&gt;

&lt;li&gt;Can be difficult to interpret the reasoning behind its generated text.&lt;/li&gt;&lt;/ul&gt;

&lt;div&gt;

&lt;hr&gt;

&lt;p&gt;&lt;span style=&quot;color:#293949; font-family:Roboto; font-size:17px&quot;&gt;Also Read:&amp;nbsp;&lt;/span&gt;&lt;a target=&quot;_blank&quot; rel=&quot;&quot; href=&quot;https://aiforkids.in/qa/3071/how-to-use-chatgpt-a-step-by-step-guide-with-code-examples&quot;&gt;How to Use Chat GPT&lt;/a&gt;&lt;/p&gt;&lt;/div&gt;

</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3067/most-important-faqs-regarding-ai-chat-gpt?show=3068#a3068</guid>
<pubDate>Thu, 12 Jan 2023 14:13:33 +0000</pubDate>
</item>
<item>
<title>Answered: Write 4w canvas for problem pollution</title>
<link>https://aiforkids.in/qa/2348/write-4w-canvas-for-problem-pollution?show=3066#a3066</link>
<description>


&lt;p&gt;The &lt;strong&gt;4W Canvas&lt;/strong&gt; is a framework that helps to break down a problem into its key components. Here&#039;s an example of how it can be applied to the &lt;strong&gt;problem of pollution&lt;/strong&gt;:&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What&lt;/strong&gt;: Pollution is the presence or introduction into the environment of a substance or thing that has harmful or poisonous effects.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Who&lt;/strong&gt;: Pollution affects everyone, but it disproportionately affects marginalized communities, low-income individuals, and people living in urban areas. It also affects different species of animals and plants.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Where&lt;/strong&gt;: Pollution can occur in any environment, including air, water, soil, and the built environment. It can also happen in both urban and rural areas.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why&lt;/strong&gt;: Pollution is caused by human activities such as industrial processes, transportation, and energy production. It also results from natural events like volcanic eruptions and wildfires.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;How&lt;/strong&gt;: To address pollution, we can take actions such as:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Reducing our use of fossil fuels&lt;/li&gt;

&lt;li&gt;Encouraging the use of renewable energy sources&lt;/li&gt;

&lt;li&gt;Improving public transportation&lt;/li&gt;

&lt;li&gt;Implementing regulations and laws to limit the amount of pollution that businesses and industries can produce&lt;/li&gt;

&lt;li&gt;Promoting recycling and waste reduction&lt;/li&gt;

&lt;li&gt;Educating the public about pollution and how to reduce their impact.&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;This &lt;strong&gt;4W Canvas&lt;/strong&gt; is a framework to look at the problem of pollution, and it can help to identify the main components of the problem and potential solutions.&lt;/p&gt;

</description>
<category>Other</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2348/write-4w-canvas-for-problem-pollution?show=3066#a3066</guid>
<pubDate>Thu, 12 Jan 2023 14:04:40 +0000</pubDate>
</item>
<item>
<title>Answered: Identify the stage of AI ptoject cycle- in this stage, data from multiple sources are collected, cleared and aggregated in sutiable format and normalized</title>
<link>https://aiforkids.in/qa/3025/identify-multiple-collected-aggregated-sutiable-normalized?show=3064#a3064</link>
<description>


&lt;p&gt;&lt;strong&gt;B) Data Acquisition&lt;/strong&gt;&lt;/p&gt;

&lt;hr&gt;

&lt;ul&gt;

&lt;li&gt;Data acquisition is the stage in the AI project cycle where data from multiple sources is collected, cleared and aggregated in a suitable format and normalized.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;This is an important step as the quality and quantity of data will greatly impact the performance and accuracy of the AI models developed in later stages of the project.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;Data can be collected from a variety of sources such as databases, sensors, and external sources such as social media or publicly available datasets.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;This data must be cleaned and preprocessed to ensure that it is in a format that can be used by the AI models in the next stages.&lt;/li&gt;&lt;/ul&gt;

&lt;hr&gt;

&lt;p&gt;Study more about Data acquisition at&amp;nbsp;&lt;a rel=&quot;&quot; href=&quot;https://aiforkids.in/class-10/project-cycle/#data-acquisition&quot; target=&quot;_blank&quot;&gt;Data Acquisition Class10&lt;/a&gt;&amp;nbsp;&lt;/p&gt;

</description>
<category>AI Project Cycle</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3025/identify-multiple-collected-aggregated-sutiable-normalized?show=3064#a3064</guid>
<pubDate>Thu, 12 Jan 2023 13:59:41 +0000</pubDate>
</item>
<item>
<title>Answered: 9. Document 1: Amit and Amita are twins Document 2: Amit lives with his grandparents in Shimla. Document 3: Amita lives with her parents in Delhi. Create a step-by-step approach to implement a bag of words algorithm.</title>
<link>https://aiforkids.in/qa/2973/document-document-grandparents-document-implement-algorithm?show=3063#a3063</link>
<description>


&lt;p&gt;Step-by-step approach to implement a bag of words algorithm&lt;/p&gt;

&lt;p&gt;Step 1: Create document vectors for the given documents (Term Frequency Table)&lt;/p&gt;

&lt;table&gt;

&lt;thead&gt;

&lt;tr&gt;

&lt;th&gt;Document&lt;/th&gt;

&lt;th&gt;amit&lt;/th&gt;

&lt;th&gt;and&lt;/th&gt;

&lt;th&gt;amita&lt;/th&gt;

&lt;th&gt;are&lt;/th&gt;

&lt;th&gt;twins&lt;/th&gt;

&lt;th&gt;lives&lt;/th&gt;

&lt;th&gt;with&lt;/th&gt;

&lt;th&gt;his&lt;/th&gt;

&lt;th&gt;grandparents&lt;/th&gt;

&lt;th&gt;in&lt;/th&gt;

&lt;th&gt;shimla&lt;/th&gt;

&lt;th&gt;her&lt;/th&gt;

&lt;th&gt;parents&lt;/th&gt;

&lt;th&gt;delhi&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;Document 1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Document 2&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Document 3&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;Step 2: Record the occurrence of the word in the document using term frequency table (Document Frequency Table)&lt;/p&gt;

&lt;table&gt;

&lt;thead&gt;

&lt;tr&gt;

&lt;th&gt;Word&lt;/th&gt;

&lt;th&gt;Document 1&lt;/th&gt;

&lt;th&gt;Document 2&lt;/th&gt;

&lt;th&gt;Document 3&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;amit&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;and&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;amita&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;are&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;twins&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;lives&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;with&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;his&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;grandparents&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;in&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;shimla&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;her&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;parents&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;delhi&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;0&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;Step 3: Draw the inverse document frequency table&lt;/p&gt;

&lt;table&gt;

&lt;thead&gt;

&lt;tr&gt;

&lt;th&gt;Word&lt;/th&gt;

&lt;th&gt;Document Frequency (df)&lt;/th&gt;

&lt;th&gt;Inverse Document Frequency (IDF)&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;amit&lt;/td&gt;

&lt;td&gt;2&lt;/td&gt;

&lt;td&gt;log(3/2)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;and&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;amita&lt;/td&gt;

&lt;td&gt;2&lt;/td&gt;

&lt;td&gt;log(3/2)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;are&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;twins&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;lives&lt;/td&gt;

&lt;td&gt;2&lt;/td&gt;

&lt;td&gt;log(3/2)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;with&lt;/td&gt;

&lt;td&gt;2&lt;/td&gt;

&lt;td&gt;log(3/2)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;his&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;grandparents&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;in&lt;/td&gt;

&lt;td&gt;2&lt;/td&gt;

&lt;td&gt;log(3/2)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;shimla&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;her&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;parents&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;delhi&lt;/td&gt;

&lt;td&gt;1&lt;/td&gt;

&lt;td&gt;log(3/1)&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;Step 4: The formula of TFIDF for any word W becomes: TFIDF(W) = TF(W) * log (IDF(W))&lt;/p&gt;

&lt;p&gt;For example, for the word &quot;amit&quot; in Document 2:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;TF(W) = 1 (occurs once in the document)&lt;/li&gt;

&lt;li&gt;IDF(W) = log(3/2) (occurs in 2 out of 3 documents)&lt;/li&gt;

&lt;li&gt;TFIDF(W) = 1 * log(3/2) = 0.176&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;Similarly, you can calculate the TF-IDF values for all the words in the documents.&lt;/p&gt;

&lt;p&gt;Note that the term frequency table, document frequency table, and inverse document frequency table are all tables that are used&lt;/p&gt;

</description>
<category>Evaluation</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2973/document-document-grandparents-document-implement-algorithm?show=3063#a3063</guid>
<pubDate>Thu, 12 Jan 2023 13:43:54 +0000</pubDate>
</item>
<item>
<title>Answered: How many types of dataset available in AI? Class 9</title>
<link>https://aiforkids.in/qa/2855/how-many-types-of-dataset-available-in-ai-class-9?show=3062#a3062</link>
<description>


&lt;p&gt;&lt;img src=&quot;https://aiforkids.in/images/data_set.png&quot; style=&quot;-webkit-user-select:none; background-color:hsl(0, 0%, 90%); cursor:zoom-in; display:block; height:826px; margin:auto; transition:background-color 300ms; width:1384px&quot; alt=&quot;image&quot;&gt;&lt;/p&gt;

&lt;p&gt;&lt;/p&gt;

&lt;p&gt;The dataset is divided into two types.&lt;/p&gt;

&lt;p&gt;A. &lt;strong&gt;Training dataset&lt;/strong&gt; &amp;ndash;&amp;nbsp;A subset required to &lt;strong&gt;train &lt;/strong&gt;the model&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;A training dataset is an extensive collection of data that is used to teach a machine learning model.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;Machine learning algorithms are trained to make decisions or complete tasks through training datasets.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;The majority of the dataset is made up of training data.&lt;/li&gt;&lt;/ul&gt;

&lt;p&gt;B. &lt;strong&gt;Test dataset&lt;/strong&gt; &amp;ndash;&amp;nbsp;A subset required while &lt;strong&gt;testing &lt;/strong&gt;the trained the model&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;Test data is data that has been clearly identified for use in testing, usually of a computer program.&amp;nbsp;&lt;/li&gt;

&lt;li&gt;20% of the data utilized in the tests&lt;/li&gt;&lt;/ul&gt;

&lt;hr&gt;

&lt;p&gt;&amp;nbsp;Study More about&amp;nbsp;Data Sets&amp;nbsp;at -&amp;nbsp;&lt;a target=&quot;_blank&quot; rel=&quot;&quot; href=&quot;https://aiforkids.in/class-9/project-cycle/#datasets&quot;&gt;DataSets&amp;nbsp;Class 9&lt;/a&gt;&amp;nbsp;&amp;nbsp;&lt;/p&gt;

</description>
<category>Class 9</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2855/how-many-types-of-dataset-available-in-ai-class-9?show=3062#a3062</guid>
<pubDate>Thu, 12 Jan 2023 13:40:58 +0000</pubDate>
</item>
<item>
<title>what is evaluation</title>
<link>https://aiforkids.in/qa/3059/what-is-evaluation</link>
<description>what is evaluation? what are its terminologies?</description>
<category>Class 12</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3059/what-is-evaluation</guid>
<pubDate>Wed, 11 Jan 2023 09:14:30 +0000</pubDate>
</item>
<item>
<title>Answered: Which block of 4ws problem canvas focuses on the context/situation/location of the problem?</title>
<link>https://aiforkids.in/qa/181/problem-canvas-focuses-context-situation-location-problem?show=3060#a3060</link>
<description>


&lt;p&gt;&lt;strong&gt;WHERE&lt;/strong&gt; block of 4W canvas&amp;nbsp;&lt;span style=&quot;color:#0f0e0e; font-family:Roboto&quot;&gt;focuses on&amp;nbsp;the&amp;nbsp;&lt;/span&gt;&lt;strong&gt;problem that arises&amp;nbsp;(context),&amp;nbsp;situation&lt;/strong&gt;&amp;nbsp;and&amp;nbsp;&lt;strong&gt;location&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The 4W&#039;s of Problem Scoping are&amp;nbsp;&lt;strong&gt;Who, What, Where&amp;nbsp;&lt;/strong&gt;and&amp;nbsp;&lt;strong&gt;Why.&lt;/strong&gt;&amp;nbsp;This Ws helps in identifying and understanding the problem in a better and more efficient manner.&lt;/p&gt;

&lt;ol&gt;

&lt;li&gt;&lt;strong&gt;Who&lt;/strong&gt;&amp;nbsp;-&amp;nbsp;&quot;Who&quot; part helps us in comprehend and categorize&amp;nbsp;&lt;strong&gt;who is affected&lt;/strong&gt;&amp;nbsp;&lt;strong&gt;directly and indirectly&amp;nbsp;&lt;/strong&gt;by the problem and who are called the&amp;nbsp;&lt;a target=&quot;_blank&quot; rel=&quot;&quot; href=&quot;https://aiforkids.in/class-10/project-cycle/#stake-holders&quot;&gt;Stake Holders&lt;/a&gt;&lt;/li&gt;

&lt;li&gt;&lt;strong&gt;What&lt;/strong&gt;&amp;nbsp;-&amp;nbsp;&quot;What&quot; part helps us understand and identify the nature of the problem and how&amp;nbsp;we get to know what helps to get us to know the evidence.&lt;/li&gt;

&lt;li&gt;&lt;strong&gt;Where&lt;/strong&gt;&amp;nbsp;-&amp;nbsp;&quot;Where&quot; does the&amp;nbsp;&lt;strong&gt;problem arises (context)&lt;/strong&gt;,&amp;nbsp;&lt;strong&gt;situation&lt;/strong&gt;&amp;nbsp;and the&lt;strong&gt;&amp;nbsp;location&lt;/strong&gt;?&lt;/li&gt;

&lt;li&gt;&lt;strong&gt;Why&lt;/strong&gt;&amp;nbsp;-&amp;nbsp;&quot;Why&quot; is the given problem&amp;nbsp;&lt;strong&gt;worth solving&amp;nbsp;&lt;/strong&gt;and tells about&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;&lt;strong&gt;benefits to the stakeholders.&lt;/strong&gt;&lt;/li&gt;&lt;/ol&gt;

</description>
<category>Class 9</category>
<guid isPermaLink="true">https://aiforkids.in/qa/181/problem-canvas-focuses-context-situation-location-problem?show=3060#a3060</guid>
<pubDate>Wed, 11 Jan 2023 09:14:28 +0000</pubDate>
</item>
<item>
<title>Answered: ________ is the performance measurement for machine learning classification problem where output can be 2 or more classes.</title>
<link>https://aiforkids.in/qa/3057/________-performance-measurement-learning-classification?show=3058#a3058</link>
<description>


&lt;p&gt;&lt;strong&gt;Confusion Matrix&lt;/strong&gt; is the performance measurement for machine learning classification problem where output can be 2 or more classes.&lt;/p&gt;

&lt;hr&gt;

&lt;p&gt;&lt;strong&gt;Explanation:&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;img src=&quot;https://aiforkids.in/wp-content/uploads/25-1024x576.webp&quot; alt=&quot;Evaluation Metrics&quot;&gt;&lt;/p&gt;

&lt;p&gt;There are a number of different performance measures that can be used to evaluate the performance of a classification model on a multiclass classification problem, where the output can take on two or more classes, they all together are called confusion matrix. Some common measures include:&lt;/p&gt;

&lt;ul&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Accuracy&lt;/strong&gt;: This is the most common evaluation metric for classification problems. It is the proportion of correct predictions made by the model, with respect to the total number of predictions.&lt;/p&gt;&lt;/li&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Precision&lt;/strong&gt;: This is the proportion of true positive predictions made by the model, with respect to all positive predictions made by the model.&lt;/p&gt;&lt;/li&gt;

&lt;li&gt;

&lt;p&gt;&lt;strong&gt;Recall&lt;/strong&gt;: This is the proportion of true positive predictions made by the model, with respect to all actual positive instances in the dataset.&lt;/p&gt;&lt;/li&gt;

&lt;li&gt;&lt;strong&gt;F1 Score&lt;/strong&gt;: This is the harmonic mean of precision and recall. It is a good metric to use when you want to balance precision and recall.&lt;/li&gt;&lt;/ul&gt;

&lt;hr&gt;

&lt;p&gt;&lt;strong&gt;Read More about Confusion Matrix&lt;/strong&gt;:&amp;nbsp;&lt;a rel=&quot;&quot; href=&quot;https://aiforkids.in/class-10/evaluation/#confusion-matrix&quot;&gt;Confusion Matrix Class 10&lt;/a&gt;&lt;/p&gt;

</description>
<category>Evaluation</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3057/________-performance-measurement-learning-classification?show=3058#a3058</guid>
<pubDate>Sun, 08 Jan 2023 05:29:47 +0000</pubDate>
</item>
<item>
<title>Answered: What is tokenization? Count how many tokens are present in the following statement: I find that the harder I work, the more luck I seems to have.</title>
<link>https://aiforkids.in/qa/2941/tokenization-count-tokens-present-following-statement-harder?show=3056#a3056</link>
<description>Tokenization is the process of breaking a piece of text into smaller units called tokens. These tokens can be words, punctuation marks, or other types of characters. Tokenization is an important step in many natural language processing tasks, such as text classification and machine translation, because it allows the computer to more easily process and analyze the text.&lt;br /&gt;
&lt;br /&gt;
In the statement &amp;quot;I find that the harder I work, the more luck I seems to have,&amp;quot; there are 11 tokens. There are eight words (&amp;quot;I&amp;quot;, &amp;quot;find&amp;quot;, &amp;quot;that&amp;quot;, &amp;quot;the&amp;quot;, &amp;quot;harder&amp;quot;, &amp;quot;I&amp;quot;, &amp;quot;work&amp;quot;, &amp;quot;the&amp;quot;) and three punctuation marks (&amp;quot; &amp;quot;, &amp;quot;,&amp;quot;, &amp;quot; &amp;quot;).</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2941/tokenization-count-tokens-present-following-statement-harder?show=3056#a3056</guid>
<pubDate>Sat, 31 Dec 2022 08:54:05 +0000</pubDate>
</item>
<item>
<title>Answered: Number of tokens in this sentence - I find that the harder I work, the more luck I seem to have</title>
<link>https://aiforkids.in/qa/2963/number-tokens-this-sentence-find-that-harder-work-more-luck?show=3055#a3055</link>
<description>There are 11 tokens in the sentence &amp;quot;I find that the harder I work, the more luck I seem to have.&amp;quot;&lt;br /&gt;
&lt;br /&gt;
In the context of natural language processing, a token is a unit of text that is typically defined as either a word or punctuation mark. In this sentence, there are eight words (&amp;quot;I&amp;quot;, &amp;quot;find&amp;quot;, &amp;quot;that&amp;quot;, &amp;quot;the&amp;quot;, &amp;quot;harder&amp;quot;, &amp;quot;I&amp;quot;, &amp;quot;work&amp;quot;, &amp;quot;the&amp;quot;) and three punctuation marks (&amp;quot; &amp;quot;, &amp;quot;,&amp;quot;, &amp;quot; &amp;quot;). Therefore, there are a total of 11 tokens.</description>
<category>Communication Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2963/number-tokens-this-sentence-find-that-harder-work-more-luck?show=3055#a3055</guid>
<pubDate>Sat, 31 Dec 2022 08:53:19 +0000</pubDate>
</item>
<item>
<title>Answered: ____________ and __________ are AI based applications that help us in navigation.</title>
<link>https://aiforkids.in/qa/2908/____________-__________-based-applications-that-navigation?show=3054#a3054</link>
<description>There are many AI-based applications that can help with navigation, but two examples are GPS (Global Positioning System) and Waze.&lt;br /&gt;
&lt;br /&gt;
GPS is a satellite-based navigation system that allows users to determine their exact location and track their movements. It can be used for a variety of navigation purposes, such as driving directions, hiking trails, and tracking fitness activities.&lt;br /&gt;
&lt;br /&gt;
Waze is a navigation app that uses real-time traffic data and user-reported information to provide the quickest route to a destination. It also includes features such as alerts for accidents, police speed traps, and other potential road hazards.</description>
<category>AI Project Cycle</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2908/____________-__________-based-applications-that-navigation?show=3054#a3054</guid>
<pubDate>Sat, 31 Dec 2022 08:52:25 +0000</pubDate>
</item>
<item>
<title>Answered: Out of 60 pictures of tiger cubs and kittens, of which 45 were kitten, how many tiger cubs must be model identify correctly along with 35 kitten images correctly identified so that the accuracy is more than75%?</title>
<link>https://aiforkids.in/qa/3026/pictures-identify-correctly-correctly-identified-accuracy?show=3053#a3053</link>
<description>To determine the number of tiger cubs that must be correctly identified, we need to set up an equation that represents the condition that the accuracy must be more than 75%. The accuracy is calculated as the number of correctly identified images divided by the total number of images.&lt;br /&gt;
&lt;br /&gt;
In this case, the total number of images is 60, and the number of correctly identified images is 35 kittens plus the number of correctly identified tiger cubs. We can represent this as the equation:&lt;br /&gt;
&lt;br /&gt;
(35 + tiger cubs) / 60 &amp;gt; 0.75&lt;br /&gt;
&lt;br /&gt;
To solve for the number of tiger cubs, we can multiply both sides of the equation by 60 and simplify:&lt;br /&gt;
&lt;br /&gt;
35 + tiger cubs &amp;gt; 45&lt;br /&gt;
&lt;br /&gt;
Subtracting 35 from both sides gives us:&lt;br /&gt;
&lt;br /&gt;
tiger cubs &amp;gt; 10&lt;br /&gt;
&lt;br /&gt;
So, to achieve an accuracy of more than 75%, the model must correctly identify at least 11 tiger cubs.</description>
<category>Evaluation</category>
<guid isPermaLink="true">https://aiforkids.in/qa/3026/pictures-identify-correctly-correctly-identified-accuracy?show=3053#a3053</guid>
<pubDate>Sat, 31 Dec 2022 08:50:50 +0000</pubDate>
</item>
<item>
<title>Answered: What is tokenization? Count how many tokens are present in the following statement: I find that the harder I work, the more luck I seems to have.</title>
<link>https://aiforkids.in/qa/2942/tokenization-count-tokens-present-following-statement-harder?show=3052#a3052</link>
<description>Tokenization is the process of breaking down a larger piece of text into smaller units, called tokens. These tokens can be individual words, phrases, symbols, or even subwords.&lt;br /&gt;
&lt;br /&gt;
In the given statement, &amp;quot;I find that the harder I work, the more luck I seems to have,&amp;quot; there are 15 tokens. The individual tokens are: &amp;quot;I,&amp;quot; &amp;quot;find,&amp;quot; &amp;quot;that,&amp;quot; &amp;quot;the,&amp;quot; &amp;quot;harder,&amp;quot; &amp;quot;I,&amp;quot; &amp;quot;work,&amp;quot; &amp;quot;,&amp;quot; &amp;quot;the,&amp;quot; &amp;quot;more,&amp;quot; &amp;quot;luck,&amp;quot; &amp;quot;I,&amp;quot; &amp;quot;seems,&amp;quot; and &amp;quot;to,&amp;quot; &amp;quot;have.&amp;quot;&lt;br /&gt;
&lt;br /&gt;
It&amp;#039;s worth noting that the tokenization process can vary depending on the specific language and the intended use of the tokens. For example, in natural language processing tasks, it is common to treat punctuation marks as separate tokens, while in other contexts they may be grouped with the adjacent words.</description>
<category>Natural Language Processing</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2942/tokenization-count-tokens-present-following-statement-harder?show=3052#a3052</guid>
<pubDate>Sat, 31 Dec 2022 07:22:29 +0000</pubDate>
</item>
<item>
<title>Answered: Perfect definition of ai is?</title>
<link>https://aiforkids.in/qa/2638/perfect-definition-of-ai-is?show=3029#a3029</link>
<description>


&lt;blockquote&gt;

&lt;p&gt;&quot;Artificial Intelligence (AI) refers to the ability of machines to perform cognitive tasks like thinking, perceiving, learning, problem solving and decision making.&quot;&lt;/p&gt;&lt;/blockquote&gt;

&lt;p&gt;&lt;em&gt;-CBSE Facilitator&lt;/em&gt;&lt;/p&gt;

</description>
<category>Class 9</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2638/perfect-definition-of-ai-is?show=3029#a3029</guid>
<pubDate>Sat, 24 Dec 2022 08:53:48 +0000</pubDate>
</item>
<item>
<title>Answered: The ___________ is second stage of AI project cycle.</title>
<link>https://aiforkids.in/qa/119/the-___________-is-second-stage-of-ai-project-cycle?show=2856#a2856</link>
<description>


&lt;p&gt;the second stage of the AI&amp;nbsp;project cycle is&amp;nbsp;&lt;span style=&#039;color:#222222; font-family:-apple-system,system-ui,BlinkMacSystemFont,&quot;Segoe UI&quot;,Helvetica,Arial,sans-serif,&quot;Apple Color Emoji&quot;,&quot;Segoe UI Emoji&quot;,&quot;Segoe UI Symbol&quot;; font-size:19px&#039;&gt;Data acquisition is the process of gathering accurate and reliable data to work with. Text, video, photographs, audio, and other types of data can be acquired from a variety of sources, including websites, journals, and newspapers.&lt;/span&gt;&lt;/p&gt;

</description>
<category>Class 9</category>
<guid isPermaLink="true">https://aiforkids.in/qa/119/the-___________-is-second-stage-of-ai-project-cycle?show=2856#a2856</guid>
<pubDate>Sat, 24 Dec 2022 08:33:11 +0000</pubDate>
</item>
<item>
<title>What is an external hard disk?</title>
<link>https://aiforkids.in/qa/2757/what-is-an-external-hard-disk</link>
<description>


&lt;p&gt;What is an external hard disk?&lt;/p&gt;

&lt;table border=&quot;1&quot; cellpadding=&quot;1&quot; style=&quot;width:500px; border-spacing: 1px;&quot;&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;Topic&lt;/td&gt;

&lt;td&gt;ICT Skills&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Type&lt;/td&gt;

&lt;td&gt;Short answer&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Class&lt;/td&gt;

&lt;td&gt;10&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;&lt;/p&gt;

</description>
<category>ICT Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2757/what-is-an-external-hard-disk</guid>
<pubDate>Sun, 10 Jul 2022 11:22:10 +0000</pubDate>
</item>
<item>
<title>What are the capacities of a pen drive?</title>
<link>https://aiforkids.in/qa/2755/what-are-the-capacities-of-a-pen-drive</link>
<description>


&lt;p&gt;What are the capacities of a pen drive?&lt;/p&gt;

&lt;table border=&quot;1&quot; cellpadding=&quot;1&quot; style=&quot;width:500px; border-spacing: 1px;&quot;&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;Topic&lt;/td&gt;

&lt;td&gt;ICT Skills&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Type&lt;/td&gt;

&lt;td&gt;Short answer&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Class&lt;/td&gt;

&lt;td&gt;10&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;&lt;/p&gt;

</description>
<category>ICT Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2755/what-are-the-capacities-of-a-pen-drive</guid>
<pubDate>Sun, 10 Jul 2022 11:02:13 +0000</pubDate>
</item>
<item>
<title>What is a pen drive?</title>
<link>https://aiforkids.in/qa/2753/what-is-a-pen-drive</link>
<description>


&lt;p&gt;What is a pen drive?&lt;/p&gt;

&lt;table border=&quot;1&quot; cellpadding=&quot;1&quot; style=&quot;width:500px; border-spacing: 1px;&quot;&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;Topic&lt;/td&gt;

&lt;td&gt;ICT Skills&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Type&lt;/td&gt;

&lt;td&gt;Short answer&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Class&lt;/td&gt;

&lt;td&gt;10&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;&lt;/p&gt;

</description>
<category>ICT Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2753/what-is-a-pen-drive</guid>
<pubDate>Fri, 08 Jul 2022 10:35:37 +0000</pubDate>
</item>
<item>
<title>How much data a CD and DVD can hold?</title>
<link>https://aiforkids.in/qa/2751/how-much-data-a-cd-and-dvd-can-hold</link>
<description>


&lt;p&gt;How much data a CD and DVD can hold?&lt;/p&gt;

&lt;table border=&quot;1&quot; cellpadding=&quot;1&quot; style=&quot;width:500px; border-spacing: 1px;&quot;&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;Topic&lt;/td&gt;

&lt;td&gt;ICT Skills&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Type&lt;/td&gt;

&lt;td&gt;Short answer&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Class&lt;/td&gt;

&lt;td&gt;10&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;&lt;/p&gt;

</description>
<category>ICT Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2751/how-much-data-a-cd-and-dvd-can-hold</guid>
<pubDate>Fri, 08 Jul 2022 10:33:59 +0000</pubDate>
</item>
<item>
<title>What are the variations of CDs?</title>
<link>https://aiforkids.in/qa/2749/what-are-the-variations-of-cds</link>
<description>


&lt;p&gt;What are the variations of CDs?&lt;/p&gt;

&lt;table border=&quot;1&quot; cellpadding=&quot;1&quot; style=&quot;width:500px; border-spacing: 1px;&quot;&gt;

&lt;tbody&gt;

&lt;tr&gt;

&lt;td&gt;Topic&lt;/td&gt;

&lt;td&gt;ICT Skills&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Type&lt;/td&gt;

&lt;td&gt;Short answer&lt;/td&gt;&lt;/tr&gt;

&lt;tr&gt;

&lt;td&gt;Class&lt;/td&gt;

&lt;td&gt;10&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;

&lt;p&gt;&lt;/p&gt;

</description>
<category>ICT Skills</category>
<guid isPermaLink="true">https://aiforkids.in/qa/2749/what-are-the-variations-of-cds</guid>
<pubDate>Fri, 08 Jul 2022 10:29:35 +0000</pubDate>
</item>
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