{"product_id":"working-with-generative-ai-from-scratch-9798246874462","title":"Working with Generative AI from Scratch","description":"\u003cp\u003e • Author(s): Ajit Singh\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Computer Science\u003c\/p\u003e\u003cp\u003eThis book is a comprehensive, practical, and systematic guide designed to take you from the fundamental concepts of neural networks to building and deploying sophisticated Generative AI applications. It is engineered for learners who prefer a hands-on, \"learn-by-doing\" approach over abstract theoretical discourse. \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cb\u003ePhilosophy\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eThe guiding philosophy of this book is \"construction over theory.\" I believe the most profound understanding of a complex system comes from building it from its elementary parts. Instead of just describing what a Transformer model is, we will build the essential components like the self-attention mechanism step-by-step. This \"from scratch\" approach demystifies the technology, transforming abstract concepts into tangible, implementable code. The focus is squarely on the how-how to design the architecture, how to implement the algorithm, and how to develop a functional application. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eKey Features\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003e1. Strictly Practical Orientation: Over 70% of the content is focused on implementation, code, and application development. \u003cp\u003e\u003c\/p\u003e2. Simplified Algorithms: All algorithms are presented in their simplest effective form, making them accessible to beginners without sacrificing core functionality. \u003cp\u003e\u003c\/p\u003e3. Step-by-Step Implementation: Each project and example is broken down into clear, sequential steps from data preparation to model evaluation. \u003cp\u003e\u003c\/p\u003e4. Application-Centric Chapters: Chapters are dedicated to building specific types of generative applications (text, image, multimodal), reflecting industry use cases. \u003cp\u003e\u003c\/p\u003e5. End-to-End Capstone Project: A complete, working DIY project in the final chapter provides an invaluable, hands-on learning experience. \u003cp\u003e\u003c\/p\u003e6. Latest and Relevant Topics: Covers modern, state-of-the-art architectures like Transformers and Diffusion Models, ensuring the content is current and valuable. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eKey Takeaways\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003e1. Upon completing this book, you will be able to: \u003cp\u003e\u003c\/p\u003e2. Understand and implement the core components of various generative models. \u003cp\u003e\u003c\/p\u003e3. Build text generation applications using LSTMs and Transformers. \u003cp\u003e\u003c\/p\u003e4. Develop image generation systems using GANs and Diffusion Models. \u003cp\u003e\u003c\/p\u003e5. Design and implement multimodal AI applications that process both text and images. \u003cp\u003e\u003c\/p\u003e6. Fine-tune pre-trained models for specific tasks. \u003cp\u003e\u003c\/p\u003e7. Package and deploy your Generative AI models as web services. \u003cp\u003e\u003c\/p\u003e8. Confidently approach and solve complex problems using Generative AI techniques. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eDisclaimer\u003c\/b\u003e: Earnest request from the Author. \u003cp\u003e\u003c\/p\u003eKindly go through the table of contents and refer kindle edition for a glance on the related contents. \u003cp\u003e\u003c\/p\u003eThank you for your kind consideration!","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":47570463195287,"sku":"9798246874462","price":2504.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798246874462.webp?v=1774882174","url":"https:\/\/atlanticbooks.com\/products\/working-with-generative-ai-from-scratch-9798246874462","provider":"Atlantic Books","version":"1.0","type":"link"}