Artificial Intelligence Programming with Python

Textbook:Artificial Intelligence Programming with Python from Zero to Hero
Author(s): Perry Xiao

Description:
The reference coursebook demystifies artificial intelligence and teaches readers its fundamentals from scratch in simple and plain language and with illustrative code examples.
Divided into three parts, the author explains artificial intelligence generally, machine learning, and deep learning. It tackles a wide variety of useful topics, from classification and regression in machine learning to generative adversarial networks. He also includes:
Fulsome introductions to MATLAB, Python, AI, machine learning, and deep learning
Expansive discussions on supervised and unsupervised machine learning, as well as semi-supervised learning
Practical AI and Python “cheat sheet” quick references
This hands-on AI programming guide is perfect for anyone with a basic knowledge of programming—including familiarity with variables, arrays, loops, if-else statements, and file input and output—who seeks to understand foundational concepts in AI and AI development.

Part I
Chapter 1: Introduction to AI
Chapter 2: AI Development Tools

Part II
Chapter 3: Machine Learning
Chapter 4: Deep Learning
Part III
Chapter 5: Image Classifications
Chapter 6: Face Detection and Recognition
Chapter 7: Object Detections and Image Segmentations
Chapter 8: Pose Detection
Chapter 9: GAN and Neural-Style Transfer
Chapter 10: Natural Language Processing
Chapter 11: Data Analysis
Chapter 12: Advanced AI Computing