Gen AI, LLM & Prompt Engineering: A Comprehensive Guide
Unlock the potential of Generative AI, Large Language Models, and Prompt Engineering with this definitive guide.
This book delves into the fascinating world of generative AI, a powerful technology capable of creating new and original content, from text and images to music and code.
Part 1: Generative AI Demystified
- Explore the fundamentals of generative AI:*Learn about its history, different types of models, training methods, and the underlying mathematics.
- Navigate the research landscape:*Gain insights from key research papers shaping the field.
- Discover real-world applications:*See generative AI in action across various industries, from drug discovery to product design.
Part 2: Mastering Large Language Models (LLMs)
- Demystify the inner workings of LLMs:*Understand the basics of Natural Language Processing and delve into model architectures, training, and evaluation.
- Become an LLM developer:*Learn to collect, preprocess data, design models, and fine-tune them for specific tasks.
- Explore popular LLMs:*Discover prominent models like GPT-3 and learn how to integrate them into your applications.
Part 3: The Art of Prompt Engineering
- Unleash the power of prompts:*Understand the psychology behind effective prompts and how to craft them for optimal results.
- Fine-tune prompts for different models:*Learn how prompts can be adapted to various AI models for specific tasks.
- Explore advanced techniques and future directions:*Discover innovative prompt engineering methods and delve into the ethical considerations.