Hello Bot
Building ChatBot from Scratch
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Narrated by:
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Virtual Voice
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By:
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Ajit Singh
This title uses virtual voice narration
Virtual voice is computer-generated narration for audiobooks.
Philosophy:
The core philosophy of this book is "learning by building." We demystify the perceived complexity of Artificial Intelligence by breaking it down into understandable, manageable components. The book operates on the principle that true understanding comes not from memorizing theories, but from applying them to create something tangible. We will start with the simplest form of a chatbot and incrementally add layers of intelligence, ensuring a smooth and intuitive learning curve. The "from scratch" approach emphasizes understanding the "why" behind every line of code and every architectural decision, rather than simply relying on black-box APIs.
Pedagogy
The key elements of my pedagogy include:
1. Spiral Learning: Concepts are introduced at a basic level and are revisited with increasing depth in later chapters. For example, Natural Language Understanding (NLU) is introduced conceptually in Chapter 4, implemented practically in Chapter 5, and then enhanced with advanced models in Chapter 7.
2. Problem-First Approach: Each major topic is introduced with a real-world problem. The chapter then proceeds to equip the reader with the theoretical knowledge and practical tools required to solve that problem.
3. Code-Along Examples: The book is rich with simple, well-commented code snippets that readers are encouraged to run and experiment with. Complex ideas are always followed by a working example to solidify understanding.
4. End-of-Chapter Practicals: Every chapter concludes with hands-on exercises, mini-projects, and thought-provoking questions that challenge the reader to apply what they have learned, fostering critical thinking and practical skills.
Key Features:
1. Globally Relevant: Utilizes universally adopted technologies and principles, making it suitable for any computer science program worldwide.
2. Beginner to Advanced Trajectory: The book logically progresses from foundational rule-based systems to sophisticated AI models, including Transformers and LLMs, making it suitable for both novices and experienced programmers.
3. End-to-End Project Lifecycle: Covers the entire process: ideation, data collection, design, NLU/dialogue model training, integration, and cloud deployment.
4. Real-World Case Studies: Features case studies from various domains such as e-commerce, healthcare, and customer support to provide context and demonstrate practical applications.
5. Comprehensive Capstone Project: A full-fledged final chapter dedicated to building and deploying a live, multi-turn e-commerce assistant bot, integrating all concepts learned.
To Whom This Book is For:
This book is written for a diverse audience:
1. B.Tech/M.Tech Students: An ideal textbook for courses in Artificial Intelligence, Machine Learning, Natural Language Processing, and Software Engineering.
2. Aspiring AI/ML Engineers: A practical guide for individuals who want to build a strong portfolio and gain job-ready skills in conversational AI.
3. Software Developers: A perfect resource for developers looking to pivot or expand their skillset into the rapidly growing field of AI.
4. Hobbyists and Entrepreneurs: An accessible starting point for enthusiasts and founders who want to build chatbot prototypes for their projects and startups.
5. Educators and Instructors: A well-structured, project-based resource for designing and teaching courses on chatbot development.
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