NOTES_ON_PULL_REQUESTS_AND_ISSUES.md
In this part, we introduce the readers to the world of AI. We start with the very basics, discussing the fundamentals of artificial intelligence, the architecture of neural networks, and the principles of regression. This section sets the stage for the rest of the book, serving as a comprehensive guide to the building blocks of AI. Tenny, the Analyst serves as our guide, helping to illustrate these concepts in a practical, engaging manner.
Chapter 1 - The Story of A Tensor
Chapter 2 - The Adventure of Tenny, the Tensor: A Hero's Journey
Chapter 3 - Foundations of Neural Networks: A Comprehensive Overview
Chapter 4 - The Rise of Tenny, the Analyst: Tenny Takes on Wall Street
Chapter 5 - Crafting and Nurturing Data: The A to Z of Data Prep in the AI Kitchen
Chapter 6 - Refactoring Data Workflow for Tenny
Chapter 7 - Inspecting Data Workflow for Tenny
Chapter 8 - Refining the Recipe in the AI Kitchen
Here, we dive into the complexities of AI, exploring the art of creating classification criteria and applying these concepts to real-world data. This section is about expanding our horizon beyond the basics, understanding how AI can be tailored to specific needs and scenarios. We follow the journey of Tenny, the Stock Classifier, demonstrating how theoretical knowledge is translated into practical applications.
Chapter 9 - Exploring the Art of Classification with Tenny
Chapter 10 - Crafting Your Own Classification Criteria: Owning Your Decisions
Chapter 11 - Tenny, the Stock Classifier
Part III is dedicated entirely to Natural Language Processing (NLP) and the transformative technology of transformers. Here, we explore how AI understands, interprets, and generates human language. The highlight is the creation of Tenny, the Transformer Sentiment Analyst with an Attitude, demonstrating the advanced capabilities of AI in understanding not just language but also the nuances of human emotions and sentiments, well, with an Attitude.
Chapter 12 - Tenny the Sentiment Analyst
Chapter 13 - Tenny, the Transformer
Chapter 14 - Tenny the Transformer Sentiment Analyst With an Attitude
Chapter 15 -Tenny, the Transformer Sentiment Analyst with an Attitude Is Born
Part IV will focus exclusively on computer vision. We'll discuss the basics of how machines perceive and interpret visual data, and then dive deeper into more complex applications like image generation. This section will cover the fundamentals of GANs (Generative Adversarial Networks) and diffusion models, culminating in the creation of Tenny, the Vision Weaver. This part will showcase AI's ability to not only 'see' but also create visual content, highlighting the cutting-edge advancements in computer vision.
Chapter 16 - Tenny, the Convoluter: How Machines See the World
Chapter 17 - Tenny the Vision Weaver
Part IV draws the curtain on our journey.