eBook - Artificial Intelligence Programming with Python : From Zero to Hero
Available Exclusively as an eBook | Part of the AI eBook Collection | Only for Institutional Purchase | Publication Year: 2022
Description
In Practical Artificial Intelligence Programming with Python: From Zero to Hero, veteran educator and photophysicist Dr. Perry Xiao delivers a thorough introduction to one of the most exciting areas of computer science in modern history. The book 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
Table of Contents
Part I Introduction
Chapter 1 Introduction to AI
Chapter 2 AI Development Tools
Part II Machine Learning and Deep Learning
Chapter 3 Machine Learning
Chapter 4 Deep Learning
Part III AI Applications
Chapter 5 Image Classification
Chapter 6 Face Detection and Face 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