Back to E-Books
Available Formats
PDF
EPUB
MOBI
Introduction to Artificial Intelligence
by Dr. Sarah Johnson
4.8 • 124 reviews • Published 2022
Description
A comprehensive introduction to the field of artificial intelligence, covering machine learning, neural networks, and natural language processing. This textbook is designed for undergraduate and graduate students in computer science, providing both theoretical foundations and practical applications. The book includes numerous examples, case studies, and programming exercises to help students develop a deep understanding of AI concepts and techniques.
Key Features
- Comprehensive coverage of modern AI techniques
- Practical examples and case studies from real-world applications
- Programming exercises with Python code samples
- Coverage of ethical considerations in AI development
- Supplementary online materials including lecture slides and additional exercises
Table of Contents
Chapter 1: Introduction to AI
- Historical Overview
- AI Applications
- Ethical Considerations
Chapter 2: Machine Learning Fundamentals
- Supervised Learning
- Unsupervised Learning
- Reinforcement Learning
Chapter 3: Neural Networks
- Perceptrons
- Backpropagation
- Convolutional Neural Networks
- Recurrent Neural Networks
Chapter 4: Natural Language Processing
- Text Processing
- Language Models
- Sentiment Analysis
- Machine Translation
Chapter 5: Computer Vision
- Image Processing
- Object Detection
- Image Generation
Chapter 6: Robotics and Autonomous Systems
- Robot Perception
- Path Planning
- Control Systems
Chapter 7: AI Ethics and Future Directions
- Bias in AI
- Privacy Concerns
- Future Research Areas