{"id":7840,"date":"2024-04-04T11:22:07","date_gmt":"2024-04-04T11:22:07","guid":{"rendered":"https:\/\/www.inspirenignite.com\/kl\/6279b-artificial-neural-network-lab-syllabus-for-cloud-computing-big-data-7th-sem-2021-revision-sitttr-professional-elective-iv\/"},"modified":"2024-04-04T11:22:07","modified_gmt":"2024-04-04T11:22:07","slug":"6279b-artificial-neural-network-lab-syllabus-for-cloud-computing-big-data-7th-sem-2021-revision-sitttr-professional-elective-iv","status":"publish","type":"post","link":"https:\/\/www.inspirenignite.com\/kl\/6279b-artificial-neural-network-lab-syllabus-for-cloud-computing-big-data-7th-sem-2021-revision-sitttr-professional-elective-iv\/","title":{"rendered":"6279B: Artificial Neural Network Lab Syllabus for Cloud Computing &amp; Big Data 7th Sem 2021 Revision SITTTR (Professional Elective-IV)"},"content":{"rendered":"<p align=\"justify\">Artificial Neural Network Lab detailed syllabus for Cloud Computing &amp; Big Data (CC) for 2021 revision curriculum has been taken from the <a class=\"rank-math-link\" href=\"http:\/\/www.sitttrkerala.ac.in\/\" style=\"color: inherit\" target=\"_blank\" rel=\"noopener\">SITTTRs<\/a> official website and presented for the Cloud Computing &amp; Big Data (CC) 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<p align=\"justify\">For Cloud Computing &amp; Big Data 7th Sem scheme and its subjects, do visit <a class=\"rank-math-link\" href=\"..\/sitttr-diploma-cloud-computing-big-data-cc-syllabus-for-7th-sem-2021-revision\">Cloud Computing &amp; Big Data (CC) 7th Sem 2021 regulation scheme<\/a>. For Professional Elective-IV scheme and its subjects refer to <a class=\"rank-math-link\" href=\"..\/sitttr-cloud-computing-big-data-7th-sem-professional-elective-iv-syllabus-2021-revision\">Cloud Computing &amp; Big Data (CC) Professional Elective-IV syllabus scheme<\/a>. The detailed syllabus of artificial neural network lab is as follows. <\/p>\n<p><h4>Course Objectives:<\/h4>\n<ul>\n<li>Exposure to the Artificial Neural Network (ANN) techniques<\/li>\n<\/ul>\n<p><h4>Course Outcomes:<\/h4>\n<p>On completion of the course, the student will be able to:<\/p>\n<ol>\n<li>Configure Development Environment setup<\/li>\n<li>Practice Data Preprocessing techniques<\/li>\n<li>Demonstrate Convolution Neural Network<\/li>\n<li>Experiment with pre trained Convolutional Neural Network models<\/li>\n<\/ol>\n<p><h4>Module 1:<\/h4>\n<p>Google Colab- Python Environments- Anaconda\/Miniconda\/Jupyter Notebook\/Pytorch -Installation and configuration of IDE and required libraries. Python Libraries for Machine Learning- Numpy, Scikit Learn, Pandas, Matplotlib, Tensorflow, keras, NLTK, CV2, PIL\n<\/p>\n<p><h4>Module 2:<\/h4>\n<p>Read csv file- missing data handling, null data handling, removing irrelevant data, avoid duplication, scaling, standardization, normalization, dimensionality reduction Read image files- image preprocessing- resize, scale, crop, color change\n<\/p>\n<p><h4>Module 3:<\/h4>\n<p>Split data for training and testing, Feature scaling, standardization, Performance evaluation Example for problems- Sentiment analysis, Population prediction, Face detection, Hand written digit prediction, Dog-cat classification.\n<\/p>\n<p><h4>Module 4:<\/h4>\n<p>Confusion matrix, Accuracy, Recall, F1-Score\n<\/p>\n<p><h4>Reference Books:<\/h4>\n<ol>\n<li>Deep Learning by Ian Goodfellow, Yoshuva Bengio and Aaron Courvile, The MIT Press<\/li>\n<li>Machine Learning by Tom Mitchell, McGraw-Hill Press, 1997<\/li>\n<\/li>\n<\/ol>\n<p align=\"justify\">For detailed syllabus of all other subjects of Cloud Computing &amp; Big Data, 2021 revision curriculum do visit <a class=\"rank-math-link\" href=\"..\/category\/sitttr\/cc\">Cloud Computing &amp; Big Data (CC) 7th Sem subject syllabuses for 2021 revision<\/a>. <\/p>\n<p align=\"justify\">To see the syllabus of all other branches of diploma 2021 revision curriculum do visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/kl\/sitttr-syllabus\/\"> SITTTR diploma all branches syllabus.<\/a>. <\/p>\n<p align=\"justify\">To see the results of Cloud Computing &amp; Big Data of diploma 2021 revision curriculum do visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/kl\/sitttr-results\/\"> SITTTR diploma results.<\/a>. <\/p>\n<p align=\"justify\">For all Cloud Computing &amp; Big Data academic calendars, visit <a class=\"rank-math-link\" href=\"https:\/\/www.inspirenignite.com\/kl\/sitttr-academic-calendar\/\"> Cloud Computing &amp; Big Data all semesters academic calendar<\/a> direct link. <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial Neural Network Lab detailed syllabus for Cloud Computing &amp; Big Data (CC) for 2021 revision curriculum has been taken from the SITTTRs official website and presented for the Cloud [&hellip;]<\/p>\n","protected":false},"author":2462,"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":[73],"tags":[],"class_list":["post-7840","post","type-post","status-publish","format-standard","hentry","category-cc"],"_links":{"self":[{"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/posts\/7840","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/users\/2462"}],"replies":[{"embeddable":true,"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/comments?post=7840"}],"version-history":[{"count":0,"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/posts\/7840\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/media?parent=7840"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/categories?post=7840"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.inspirenignite.com\/kl\/wp-json\/wp\/v2\/tags?post=7840"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}