Generative Ai For Everyone Deep Learning Nlp And Llms For Creative And Practical Applications By Karthikeyan Sabesan
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Generative AI for Everyone
Author: Karthikeyan Sabesan
language: en
Publisher: BPB Publications
Release Date: 2025-01-25
DESCRIPTION Generative AI is revolutionizing the way we interact with technology. Imagine creating hyper-realistic images, composing original music pieces, or generating creative text formats, all with the help of AI. This book provides a comprehensive exploration of generative AI and its transformative impact across various industries. 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. By the end of this book, you will transform from a curious beginner to a confident, generative AI user. You will possess the knowledge and skills to explore its capabilities for creative expression, problem-solving, and even business innovation. You will be able to confidently navigate the world of generative AI, turning your ideas into reality. KEY FEATURES ● 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. ● Learn how to use generative AI for business applications, including ethical considerations. WHAT YOU WILL LEARN ● Explore concepts of AI, ML, deep learning, and generative AI. ● Learn about computer vision and generative image AI supported by coding examples. ● Discover NLP Techniques, Transformer architecture components and generative text AI supported by coding examples. ● Understand prompt engineering and LLM frameworks while building prototypes. ● Examine the role of LLM operations throughout the entire LLM lifecycle. ● Investigate the potential impact of generative AI on enterprises and develop business strategies. WHO THIS BOOK IS FOR This book is ideal for anyone curious about generative AI, regardless of their prior technical expertise. Whether you are a business professional, a student, an artist, or simply someone fascinated by the future of technology, this book will provide you with a clear and accessible understanding of this groundbreaking field. TABLE OF CONTENTS 1. AI Fundamentals 2. GenAI Foundation 3. GenAI for Images 4. Transforming Images with GenAI 5. GenAI for Text 6. ChatGPT 7. Large Language Model Frameworks 8. Large Language Model Operations 9. Generative AI for the Enterprise 10. Advances and Sustainability in Generative AI
Artificial Intelligence for Managers
Author: Malay A. Upadhyay
language: en
Publisher: BPB Publications
Release Date: 2020-09-17
Understand how to adopt and implement AI in your organization Key Features _ 7 Principles of an AI Journey _ The TUSCANE Approach to Become Data Ready _ The FAB-4 Model to Choose the Right AI Solution _ Major AI Techniques & their Applications: - CART & Ensemble Learning - Clustering, Association Rules & Search - Reinforcement Learning - Natural Language Processing - Image Recognition Description Most AI initiatives in organizations fail today not because of a lack of good AI solutions, but because of a lack of understanding of AI among its end users, decision makers and investors. Today, organizations need managers who can leverage AI to solve business problems and provide a competitive advantage. This book is designed to enable you to fill that need, and create an edge for your career. The chapters offer unique managerial frameworks to guide an organization's AI journey. The first section looks at what AI is; and how you can prepare for it, decide when to use it, and avoid pitfalls on the way. The second section dives into the different AI techniques and shows you where to apply them in business. The final section then prepares you from a strategic AI leadership perspective to lead the future of organizations. By the end of the book, you will be ready to offer any organization the capability to use AI successfully and responsibly - a need that is fast becoming a necessity. What will you learn _ Understand the major AI techniques & how they are used in business. _ Determine which AI technique(s) can solve your business problem. _ Decide whether to build or buy an AI solution. _ Estimate the financial value of an AI solution or company. _ Frame a robust policy to guide the responsible use of AI. Who this book is for This book is for Executives, Managers and Students on both Business and Technical teams who would like to use Artificial Intelligence effectively to solve business problems or get an edge in their careers. Table of Contents 1.Preface 2.Acknowledgement 3.About the Author 4.Section 1: Beginning an AI Journey a. AI Fundamentals b. 7 Principles of an AI Journey c. Getting Ready to Use AI 5.Section 2: Choosing the Right AI Techniques a. Inside the AI Laboratory b. How AI Predicts Values & Categories c. How AI Understands and Predicts Behaviors & Scenarios d. How AI Communicates & Learns from Mistakes e. How AI Starts to Think Like Humans 6.Section 3: Using AI Successfully & Responsibly a. AI Adoption & Valuation b. AI Strategy, Policy & Risk Management 7.Epilogue
Woof! Adventures By The Sea
About the Book AN ADVENTURE STORY ABOUT DOGS ON THE BEACH. It’s just before the Mumbai monsoon when the Don and her gang chance upon a mysterious package on the beach, only to find a little puppy inside. Don’s annoyed, her gang is upset. A new puppy spells trouble. For the dogs on the beach, life can be tough. And the new arrival has broken their life’s rhythm. But soon they discover Shingmo the Seventh is actually a sliver of sunshine on the beach. The pack weaves a circle of friendship and love that shelters them all through sun and storm. These unforgettable dogs and their world come to life with Sagar Kolwankar’s beautiful black-and-white illustrations. An adventure with a heart, Woof! is a must-read for anyone who’s exchanged a knowing look with a dog.