{"id":1826,"date":"2022-12-29T05:42:33","date_gmt":"2022-12-29T05:42:33","guid":{"rendered":"https:\/\/summer.manipal.edu\/?page_id=1826"},"modified":"2025-06-06T07:58:27","modified_gmt":"2025-06-06T07:58:27","slug":"deep-learning-principles-applications","status":"publish","type":"page","link":"https:\/\/summer.manipal.edu\/index.php\/deep-learning-principles-applications\/","title":{"rendered":"Deep Learning Principles &#038; Applications"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1826\" class=\"elementor elementor-1826\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-8a03fad elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"8a03fad\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-68959ea manipal_aboutus\" data-id=\"68959ea\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e68a07b breadcrubms elementor-widget elementor-widget-html\" data-id=\"e68a07b\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<ul>\n    <li><a href=\"\/\">Home<\/a><\/li>\n    <li><a href=\"#\">Courses<\/a><\/li>\n    <li>Deep Learning for Language Modeling & Generative AI Applications\n<\/li>\n<\/ul>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d725c7f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d725c7f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-eb14ab0\" data-id=\"eb14ab0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f92f373 elementor-widget elementor-widget-image\" data-id=\"f92f373\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.9.0 - 06-12-2022 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"278\" height=\"209\" src=\"https:\/\/summer.manipal.edu\/wp-content\/uploads\/2025\/03\/image-03.png\" class=\"attachment-large size-large wp-image-3298\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-d96f571\" data-id=\"d96f571\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-920c3b5 elementor-widget elementor-widget-image\" data-id=\"920c3b5\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"278\" height=\"209\" src=\"https:\/\/summer.manipal.edu\/wp-content\/uploads\/2025\/03\/image-01.png\" class=\"attachment-large size-large wp-image-3296\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-f0e0416\" data-id=\"f0e0416\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ce860a2 elementor-widget elementor-widget-image\" data-id=\"ce860a2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"278\" height=\"209\" src=\"https:\/\/summer.manipal.edu\/wp-content\/uploads\/2025\/03\/image-02.png\" class=\"attachment-large size-large wp-image-3297\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2370dc5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2370dc5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-66 elementor-top-column elementor-element elementor-element-1eda7c2\" data-id=\"1eda7c2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-06b4ce6 elementor-widget elementor-widget-heading\" data-id=\"06b4ce6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.9.0 - 06-12-2022 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Deep Learning for Language Modeling & Generative AI Applications<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a80681 elementor-widget elementor-widget-text-editor\" data-id=\"5a80681\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.9.0 - 06-12-2022 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#818a91;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#818a91;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Generative AI is at the forefront of technological innovations, with applications across diverse industries like healthcare, retail, sales, legal, and entertainment. At the core of this revolution are deep learning techniques that power large language models (LLMs), enabling the development of sophisticated AI-driven applications.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">This 10-day workshop provides a hands-on, computation-focused introduction to deep learning for language modeling and Generative AI. Participants will gain essential skills to build and apply cutting-edge LLMs in real-world scenarios. The workshop balances foundational theory with practical implementation, offering a streamlined yet accessible introduction to key concepts from linear algebra, deep learning, and natural language processing (NLP) through interactive coding sessions. Participants will explore the inner workings of LLMs, experiment with state-of-the-art AI frameworks, and develop innovative solutions in NLP. By the end of the workshop, attendees will be equipped with the knowledge and tools to harness Generative AI for impactful applications across various domains.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2f9fbd2 elementor-widget elementor-widget-heading\" data-id=\"2f9fbd2\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Course Content<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ecae2f2 elementor-widget elementor-widget-html\" data-id=\"ecae2f2\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<table>\n        <tr>\n            <td>Unit name<\/td>\n            <td>Manipal School of Information Sciences<\/td>\n        <\/tr>\n        <tr>\n            <td>Month, Year<\/td>\n            <td>July 2025<\/td>\n        <\/tr>\n        <tr>\n            <td>Duration<\/td>\n            <td>Two Weeks<\/td>\n        <\/tr>\n        <tr>\n            <td>Attendance mode<\/td>\n            <td>Regular<\/td>\n        <\/tr>\n        <tr>\n            <td>Location<\/td>\n            <td>Manipal Academy of Higher Education, MAHE<\/td>\n        <\/tr>\n        <tr>\n            <td>ECTS<\/td>\n            <td>3<\/td>\n        <\/tr>\n    <\/table>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-45b80f0 elementor-widget elementor-widget-heading\" data-id=\"45b80f0\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Learning Outcomes<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3924648 elementor-widget elementor-widget-heading\" data-id=\"3924648\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">On completion, students will be able to:<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71d215a outcome_list elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"71d215a\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<link rel=\"stylesheet\" href=\"https:\/\/summer.manipal.edu\/wp-content\/plugins\/elementor\/assets\/css\/widget-icon-list.min.css\">\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Understand And Implement The Building Blocks Of Deep Learning Models Using PyTorch<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Apply Word Embeddings For Real-World Problems<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Understand The Self-Attention Mechanism And The Transformer Architecture<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Explore LLMs With Transformers Using PyTorch And Hugging Face To Solve Real-World Problems<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc116bc elementor-widget elementor-widget-heading\" data-id=\"dc116bc\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Schedule<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e7b896 elementor-widget elementor-widget-heading\" data-id=\"8e7b896\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Note: meetings will be 3 hours per day and will be hands-on coding sessions using the Python programming language.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-474ce1a elementor-widget elementor-widget-html\" data-id=\"474ce1a\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t    <table>\n        <tr>\n            <td>Day<\/td>\n            <td>Topic<\/td>\n            <td>Learning Outcome<\/td>\n        <\/tr>\n        <tr><td>Day 1<\/td><td>Introduction to essential linear algebra for deep learning using PyTorch.<br>Application project: analyzing words in Wikipedia articles using static embeddings.<\/td><td>LO1<\/td><\/tr>\n        <tr><td>Day 2<\/td><td>The softmax classifier for linear classification and implementation using model subclassing in PyTorch.<br>Application project: sentiment analysis of product reviews.<\/td><td>LO1<\/td><\/tr>\n        <tr><td>Day 3<\/td><td>Foundations of deep neural networks and implementation using model subclassing in PyTorch.<br>Application project: sentiment analysis of product reviews.<\/td><td>LO1<\/td><\/tr>\n        <tr><td>Day 4<\/td><td>Vector semantics, word embeddings, and preprocessing raw textual data.<br>Application project: preprocessing and analyzing the Reuters corpus.<\/td><td>LO2<\/td><\/tr>\n        <tr><td>Day 5<\/td><td>Learning word embeddings using the Word2Vec algorithm.<br>Application project: embedding and visualizing words from the Reuters corpus.<\/td><td>LO2<\/td><\/tr>\n        <tr><td>Saturday<br>Sunday<\/td><td>Weekend \u2013 KAIROS 2025<\/td><td><\/td><\/tr>\n        <tr><td>Day 6<\/td><td>The self-attention mechanism in language modeling and the transformer neural network<br>Application project: analyzing static embeddings of words from Wikipedia articles and extending them to contextual embeddings.<\/td><td>LO3<\/td><\/tr>\n        <tr><td>Day 7<\/td><td>Transformer architectures for language modeling using PyTorch and Hugging Face.<br>Application project: load models and their inferences and train models with Hugging Face.<\/td><td>LO3<\/td><\/tr>\n        <tr><td>Day 8<\/td><td>Large language models with transformers.<br>Application project: sentence classification using the BookCorpus dataset using BERT.<\/td><td>LO4<\/td><\/tr>\n        <tr><td>Day 9<\/td><td>Pre-training and fine tuning large language models.<br>Application project: build a movie recommendation chatbot.<\/td><td>LO4<\/td><\/tr>\n        <tr><td>Day 10<\/td><td>Final quiz and review day.<\/td><td><\/td><\/tr>\n        <tr><td>Saturday<br>Sunday<\/td><td>Closure & Departure<\/td><td><\/td><\/tr>\n    <\/table>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b4deacf elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile elementor-widget elementor-widget-text-editor\" data-id=\"b4deacf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul><li>Essential linear algebra for deep learning<\/li><li>Fundamentals of linear classification: weights, bias, scores, and loss functions<\/li><li>Calculus for the gradient descent algorithm<\/li><li>Forward and backward propagation with regularization<\/li><li>Batch processing for large datasets<\/li><li>Linear to nonlinear classification via activation functions<\/li><li>Computational setup of a shallow neural network<\/li><li>Tuning neural network performance<\/li><li>Pre-processing data and batch normalization<\/li><li>Cross-validation for validating model performance<\/li><li>Extending the computational setup from a shallow to a deep neural network<\/li><li>Introduction to the TensorFlow library<\/li><li>Application projects: implementing shallow and deep neural network models using TensorFlow; implementing machine learning models on edge devices using Edge Impulse.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-95e308f no_margin elementor-widget elementor-widget-heading\" data-id=\"95e308f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Pre-requisites<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92d3b35 outcome_list elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"92d3b35\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">A Strong Will To Explore And Learn New Computational Ideas<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Prior Experience With Basic Programming Using Python\/MATLAB\/R\/C\/C++ To The Extent Of Following And Understanding Pre-Filled Codes Under Instructor Guidance.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d4a40ca no_margin elementor-widget elementor-widget-heading\" data-id=\"d4a40ca\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Assessment\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a143075 elementor-widget elementor-widget-html\" data-id=\"a143075\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<table>\n        <tr>\n            <td class=\"column-width\">Type<\/td>\n            <td>Description<\/td>\n            <td>Weightage<\/td>\n            <td class=\"column-width\">Date<\/td>\n            <td>Mode<\/td>\n        <\/tr>\n        <tr>\n            <td>Class participation<\/td>\n            <td>Attendance and active participation in class meetings<\/td>\n            <td>50%<\/td>\n            <td>Day 1-10<\/td>\n            <td>In-class<\/td>\n        <\/tr>\n        <tr>\n            <td>Final Quiz<\/td>\n            <td>Multiple choice quiz for 30 minutes duration on Day 1-7 topics<\/td>\n            <td>50%<\/td>\n            <td>On Day-10<\/td>\n            <td>In-lab, online submission<\/td>\n        <\/tr>\n    <\/table>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b04a510 no_margin elementor-widget elementor-widget-heading\" data-id=\"b04a510\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">References<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52a1375 outcome_list elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"52a1375\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><a href=\"https:\/\/www.youtube.com\/watch?v=BR9h47Jtqyw&amp;ab_channel=Serrano.Academy\" target=\"_blank\" rel=\"noopener\">   A friendly introduction to Deep Learning and Neural Networks by Luis Serrano <\/a><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><a href=\"http:\/\/neuralnetworksanddeeplearning.com\/\" target=\"_blank\" rel=\"noopener\">   Neural Networks and Deep Learning by Michael Nielsen <\/a><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Practical Natural Language Processing, Sowmya Vajjala, Bodhisattwa Majumder, Anuj Gupta, and Harshit Surana, O&#39;Reilly, June 2020<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><a href=\"https:\/\/web.stanford.edu\/~jurafsky\/slp3\/\" target=\"_blank\" rel=\"noopener\">   Speech and Language Processing, Dan Jurafsky and James H. Martin, Pearson; 3rd Edition <\/a><\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-02b9d94 elementor-widget elementor-widget-heading\" data-id=\"02b9d94\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Name of the Coordinator<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a76503d coordinators elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a76503d\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-2601cbd\" data-id=\"2601cbd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ee09092 elementor-widget elementor-widget-image\" data-id=\"ee09092\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"199\" height=\"203\" src=\"https:\/\/summer.manipal.edu\/wp-content\/uploads\/2022\/12\/prof-sudarsan-n-s-acharya.png\" class=\"attachment-full size-full wp-image-1977\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Sudarsan N S Acharya<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-6cf44b3 elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile\" data-id=\"6cf44b3\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bdd8958 elementor-widget elementor-widget-image\" data-id=\"bdd8958\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"199\" height=\"203\" src=\"https:\/\/summer.manipal.edu\/wp-content\/uploads\/2022\/12\/dr-raghavendra-prabhu.png\" class=\"attachment-large size-large wp-image-1978\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Ms. Roopashri Shetty<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-9484fcb elementor-hidden-desktop elementor-hidden-tablet elementor-hidden-mobile\" data-id=\"9484fcb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79ea389 elementor-widget elementor-widget-image\" data-id=\"79ea389\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"199\" height=\"203\" src=\"https:\/\/summer.manipal.edu\/wp-content\/uploads\/2022\/12\/mr-srikanth-shenoy.png\" class=\"attachment-large size-large wp-image-1979\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Ms. Priya Kamath<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-d95dfde\" data-id=\"d95dfde\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c64ffb1\" data-id=\"c64ffb1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a061ec5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a061ec5\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b64cd36\" data-id=\"b64cd36\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fd27b54 elementor-aspect-ratio-169 elementor-widget elementor-widget-video\" data-id=\"fd27b54\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/youtu.be\\\/bMv-mWEPvkQ&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;,&quot;aspect_ratio&quot;:&quot;169&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.9.0 - 06-12-2022 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;left:0;width:100%;height:100%;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-fit-aspect-ratio elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-765e852 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"765e852\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.9.0 - 06-12-2022 *\/\n.elementor-widget-divider{--divider-border-style:none;--divider-border-width:1px;--divider-color:#2c2c2c;--divider-icon-size:20px;--divider-element-spacing:10px;--divider-pattern-height:24px;--divider-pattern-size:20px;--divider-pattern-url:none;--divider-pattern-repeat:repeat-x}.elementor-widget-divider .elementor-divider{display:flex}.elementor-widget-divider .elementor-divider__text{font-size:15px;line-height:1;max-width:95%}.elementor-widget-divider .elementor-divider__element{margin:0 var(--divider-element-spacing);flex-shrink:0}.elementor-widget-divider .elementor-icon{font-size:var(--divider-icon-size)}.elementor-widget-divider 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.elementor-divider-separator:after,.elementor-widget-divider--separator-type-pattern:not(.elementor-widget-divider--view-line) .elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cfc8a6 elementor-widget elementor-widget-heading\" data-id=\"2cfc8a6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Distinctive Features<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a885e74 outcome_list elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"a885e74\" data-element_type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Lab facilities with essential software and internet connectivity.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Hands-on and fast-paced introduction to the principles of deep learning using Python.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Solid foundation in the computational components of large language models essential for Generative AI applications.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9059d64 elementor-widget elementor-widget-heading\" data-id=\"9059d64\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Offered by<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5442a2 elementor-widget elementor-widget-text-editor\" data-id=\"b5442a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\tManipal School of Information Sciences, MAHE\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0743afe elementor-align-center elementor-widget elementor-widget-button\" data-id=\"0743afe\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a href=\"https:\/\/registration-summer.manipal.edu\/\" class=\"elementor-button-link elementor-button elementor-size-sm\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Apply Now<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Home Courses Deep Learning for Language Modeling &#038; Generative AI Applications Deep Learning for Language Modeling &#038; Generative AI Applications Generative AI is at the forefront of technological innovations, with applications across diverse industries like healthcare, retail, sales, legal, and entertainment. At the core of this revolution are deep learning techniques that power large language [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":5,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1826","page","type-page","status-publish","hentry","entry"],"_links":{"self":[{"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/pages\/1826","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/comments?post=1826"}],"version-history":[{"count":170,"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/pages\/1826\/revisions"}],"predecessor-version":[{"id":5297,"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/pages\/1826\/revisions\/5297"}],"wp:attachment":[{"href":"https:\/\/summer.manipal.edu\/index.php\/wp-json\/wp\/v2\/media?parent=1826"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}