{"id":1490,"date":"2026-01-02T18:18:46","date_gmt":"2026-01-02T12:48:46","guid":{"rendered":"https:\/\/sharanamshah.com\/mymusings\/?page_id=1490"},"modified":"2026-02-18T17:34:36","modified_gmt":"2026-02-18T12:04:36","slug":"pytorch-crash-course","status":"publish","type":"page","link":"https:\/\/sharanamshah.com\/mymusings\/home\/books-ive-authored\/pytorch-crash-course\/","title":{"rendered":"PyTorch Crash Course"},"content":{"rendered":"\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"782\" height=\"1024\" data-id=\"1488\" src=\"https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/pytorch-782x1024.png\" alt=\"\" class=\"wp-image-1488\" srcset=\"https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/pytorch-782x1024.png 782w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/pytorch-229x300.png 229w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/pytorch-768x1005.png 768w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/pytorch-1173x1536.png 1173w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/pytorch.png 1207w\" sizes=\"auto, (max-width: 782px) 100vw, 782px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"799\" height=\"1024\" data-id=\"1697\" src=\"https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/02\/pytorchbp-1-799x1024.jpg\" alt=\"\" class=\"wp-image-1697\" srcset=\"https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/02\/pytorchbp-1-799x1024.jpg 799w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/02\/pytorchbp-1-234x300.jpg 234w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/02\/pytorchbp-1-768x985.jpg 768w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/02\/pytorchbp-1.jpg 1024w\" sizes=\"auto, (max-width: 799px) 100vw, 799px\" \/><\/figure>\n<\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>PyTorch is not just a library. It is the operating system of the AI revolution.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">To the academic, it is complex calculus. To the modern engineer, it is the ultimate weapon for building self-driving cars, medical diagnostics, and Generative AI. This book hands you the keys to that weapon, guiding you from a blank code editor to a fine-tuned Large Language Model.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Stop drowning in theory. Start shipping Intelligence.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Most AI books leave you stuck in the Research Lab, memorizing equations you will never use. This book pulls you into the <strong>Engineering Workshop<\/strong>. It is not a lecture; it is a simulation. We strip away the academic noise and focus exclusively on the deliverables that get you hired.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>No GPU? No Problem.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We democratize Deep Learning. Whether you have a $5,000 gaming rig or a ten-year-old laptop, we show you how to set up a professional environment. You will learn to audit your local hardware for acceleration and master <strong>Google Colab<\/strong>, giving you instant access to powerful Cloud GPUs for free.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This book is all about deliverables. You will master:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The professional workshop: <\/strong>Configure a conflict-free Holy Trinity environment (VS Code, Python, PyTorch) and learn to toggle seamlessly between Local CPU, Local GPU, and Cloud runtimes.<\/li>\n\n\n\n<li><strong>Deep Learning mechanics: <\/strong>Move beyond black boxes. Master <strong>Tensors<\/strong> to manipulate raw data and build a <strong>Gradient Descent<\/strong> simulator to visualize exactly how <strong>Autograd<\/strong> optimizes neural networks.<\/li>\n\n\n\n<li><strong>Industrial data pipelines:<\/strong> A model is only as good as its fuel. Learn to build robust ETL Pipelines that ingest, clean, and batch messy real-world data using <strong>DataLoaders<\/strong>.<\/li>\n\n\n\n<li><strong>Computer vision architecture: <\/strong>Don&#8217;t just import models; architect them. Build <strong>Convolutional Neural Networks (CNNs)<\/strong> that see, and use <strong>Transfer Learning<\/strong> to repurpose Google-grade brains for your own tasks.<\/li>\n\n\n\n<li><strong>Natural Language Processing (NLP): <\/strong>Teach machines to read. Build a Sentiment Analyzer that understands human emotion using <strong>Recurrent Neural Networks (RNNs)<\/strong> and <strong>Transformers<\/strong>.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>The code of tomorrow isn&#8217;t written; it&#8217;s trained. Don&#8217;t just watch the revolution\u2014engineer it.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Hands-On:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>The Image Manipulator<\/strong> (Mastering Tensors)<\/li>\n\n\n\n<li><strong>The Gradient Descent Simulator<\/strong> (Visualizing Autograd)<\/li>\n\n\n\n<li><strong>The Cat vs. Dog Pre-processor<\/strong> (Data Pipelines)<\/li>\n\n\n\n<li><strong>The Fashion Classifier<\/strong> (Computer<strong> <\/strong>Vision)<\/li>\n\n\n\n<li><strong>The Sentiment Analyzer<\/strong> (NLP &amp; Text)<\/li>\n\n\n\n<li><strong>GuardianAI<\/strong> (Full-Stack Content Moderator)<\/li>\n\n\n\n<li><strong>The Corporate Scribe<\/strong> (Llama-based LLM Fine-Tuning)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Context-Driven Learning:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>The workshop method &#8211; <\/strong>Every single chapter concludes with a Developer&#8217;s Workshop\u2014a rigorous suite of Theory Checks and Practical Drills designed to test your retention instantly.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>BONUS &#8211; The Llama Fine-Tuning Finale:<\/strong> Most books stop at basic networks. We don&#8217;t. In a massive bonus chapter, you will take an open-source Foundation Model (like <strong>Llama<\/strong>) and Fine-Tune it on your own data. You won&#8217;t just use GenAI; you will build it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Instant access to code:<\/strong> Download all codes, including the finale application!<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex\">\n<figure class=\"wp-block-image size-thumbnail ticss-4bbf5ca5\"><a href=\"https:\/\/www.shroffpublishers.com\/index.php?dispatch=attachments.getfile&amp;attachment_id=3710\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/TOC-150x150.jpg\" alt=\"\" class=\"wp-image-1600\" srcset=\"https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/TOC-150x150.jpg 150w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/TOC-300x300.jpg 300w, https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/TOC.jpg 360w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/><\/a><\/figure>\n\n\n\n<figure class=\"wp-block-image size-thumbnail ticss-dc129f0f\"><a href=\"https:\/\/www.shroffpublishers.com\/books\/9789368086468\/\"><img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/sharanamshah.com\/mymusings\/wp-content\/uploads\/2026\/01\/cart-150x150.png\" alt=\"\" class=\"wp-image-1625\" style=\"object-fit:cover\"\/><\/a><\/figure>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>PyTorch is not just a library. It is the operating system of the AI revolution. To the academic, it is complex calculus. To the modern engineer, it is the ultimate weapon for building self-driving cars, medical diagnostics, and Generative AI. This book hands you the keys to that weapon, guiding [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":68,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-1490","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/pages\/1490","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/comments?post=1490"}],"version-history":[{"count":0,"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/pages\/1490\/revisions"}],"up":[{"embeddable":true,"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/pages\/68"}],"wp:attachment":[{"href":"https:\/\/sharanamshah.com\/mymusings\/wp-json\/wp\/v2\/media?parent=1490"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}