Generative AI for Everyone : Deep learning, NLP, and LLMs for creative and practical applications
Book Details
Format
Paperback / Softback
ISBN-10
9365897386
ISBN-13
9789365897388
Publisher
BPB Publications
Imprint
BPB Publications
Country of Manufacture
IN
Country of Publication
GB
Publication Date
Sep 27th, 2024
Print length
414 Pages
Weight
680 grams
Dimensions
19.20 x 23.90 x 2.20 cms
Product Classification:
Machine learning
Ksh 6,950.00
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Explore the entire spectrum of generative AI, from fundamental AI concepts to advanced LLM applications. Includes practical examples, code snippets, and real-world case studies to enhance learning and understanding.
This book begins with the basics of AI, explaining ML and design patterns to build a solid foundation. It delves deeply into generative AI and then progresses through machine learning, deep learning, and essential architectures such as CNNs, GANs, Diffusion, RNNs, LSTMs, and Transformers. It covers practical applications, from regression and classification to advanced use cases such as image generation, editing, document search, content summarization, and question answering. Readers will also learn to build prototypes like a Document Q&A bot, research assistant, and prompt playground, while mastering techniques such as continued pre-training, fine-tuning, model merging, retrieval-augmented generation, and agentic AI.
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