{"id":50798,"date":"2023-03-22T07:15:59","date_gmt":"2023-03-22T07:15:59","guid":{"rendered":"https:\/\/www.inspirenignite.com\/anna-university\/al3411-artificial-intelligence-and-machine-learning-laboratory-syllabus-for-aiml-2021-regulation\/"},"modified":"2023-03-22T07:15:59","modified_gmt":"2023-03-22T07:15:59","slug":"al3411-artificial-intelligence-and-machine-learning-laboratory-syllabus-for-aiml-2021-regulation","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/anna-university\/al3411-artificial-intelligence-and-machine-learning-laboratory-syllabus-for-aiml-2021-regulation\/","title":{"rendered":"AL3411: Artificial Intelligence and Machine Learning Laboratory syllabus for AI&ML 2021 regulation"},"content":{"rendered":"

Artificial Intelligence and Machine Learning Laboratory detailed syllabus for Artificial Intelligence & Machine Learning (AI&ML) for 2021 regulation curriculum has been taken from the Anna University<\/a> official website and presented for the AI&ML students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below. <\/p>\n

For Artificial Intelligence & Machine Learning 4th Sem scheme and its subjects, do visit AI&ML 4th Sem 2021 regulation scheme<\/a>. The detailed syllabus of artificial intelligence and machine learning laboratory is as follows. <\/p>\n

Artificial Intelligence<\/title><\/p>\n<h4>Course Objectives:<\/h4>\n<p> The main objectives of this course are to:<\/p>\n<ul>\n<li>To learn to implement uninformed and informed search techniques. <\/li>\n<li>To build a knowledge base in Prolog and process queries to perform inference. <\/li>\n<li>To build supervised learning models. <\/li>\n<li>To explore the regression models. <\/li>\n<li>To learn to compare and evaluate the performance of different models<\/li>\n<\/ul>\n<h4>List of Experiments:<\/h4>\n<ol>\n<li>BFS & DFS algorithm implementation<\/li>\n<li>A* algorithm implementation<\/li>\n<li>Hill Climbing implementation<\/li>\n<li>Develop a small KB using Prolog and answer simple queries<\/li>\n<li>Inference through Prolog\/Python<\/li>\n<li>Write a program to implement the na\u00c3\u00afve Bayesian classifier for credit card analysis and compute the accuracy with a few test data sets. <\/li>\n<li>Write a program to demonstrate the working of the decision tree based ID3 algorithm. Use an appropriate data set for building the decision tree and apply this knowledge to classify a new sample. <\/li>\n<li>Build an Artificial Neural Network by implementing the Backpropagation algorithm and test the same using appropriate data sets. <\/li>\n<li>Evaluate the performance of Linear regression, logistic regression, na\u00c3\u00afve Bayes and SVM based prediction models for heart disease diagnosis.<\/li>\n<\/ol>\n<h4>List of Equipments:<\/h4>\n<ol>\n<li>Tools: Python, Numpy, Scipy, Matplotlib, Pandas, statmodels, seaborn, plotly, bokeh<\/li>\n<li>Note: Example data sets like: UCI, Iris, Pima Indians Diabetes etc.<\/li>\n<\/ol>\n<h4>Course Outcomes:<\/h4>\n<ol>\n<li>Implement uninformed and informed search techniques<\/li>\n<li>Build a knowledge base in Prolog and process queries to perform inference<\/li>\n<li>Develop supervised learning models<\/li>\n<li>Develop regression models<\/li>\n<li>Compare and evaluate the performance of different models<\/li>\n<\/ol>\n<p align=\"justify\">For detailed syllabus of all other subjects of Artificial Intelligence & Machine Learning, 2021 regulation curriculum do visit <a class=\"rank-math-link\" href=\"..\/category\/ai-ml+4th-sem\">AI&ML 4th Sem subject syllabuses for 2021 regulation<\/a>. <\/p>\n<p align=\"justify\">For all Artificial Intelligence & Machine Learning results, visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/anna-university\/anna-university-results\/\">Anna University AI&ML all semester results<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial Intelligence and Machine Learning Laboratory detailed syllabus for Artificial Intelligence & Machine Learning (AI&ML) for 2021 regulation curriculum has been taken from the Anna University official website and presented […]<\/p>\n","protected":false},"author":2297,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[47,157],"tags":[],"class_list":["post-50798","post","type-post","status-publish","format-standard","hentry","category-4th-sem","category-aiml"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/50798","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/users\/2297"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/comments?post=50798"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/posts\/50798\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/media?parent=50798"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/categories?post=50798"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/anna-university\/wp-json\/wp\/v2\/tags?post=50798"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}