Author : Manikandan Paneerselvam
Price : 299.00 239.20
In today's ever-evolving engineering landscape, staying at the forefront is paramount. "An Introduction to Artificial Intelligence and Machine Learning" is your comprehensive guide to mastering Artificial Intelligence (AI), Machine Learning (ML) and the critical statistical underpinnings.
Unit 1: Artificial Intelligence
1. Introduction
2. Search and Problem Solving
3. Local Search
4. Adversarial Search - Games
5. Logic and Logical Agents
6. Uncertainty
7. Top View - Agent and Environments
8. Ethics
Unit 2: Statistical Methods
9. Statistics and Probability Basics
10. Independent Probability
11. Discrete Random Variables
12. Sampling
13. Hypothesis Testing
Unit 3: Machine Learning
14. An Introduction to Machine Learning
15. Data Workflow and Data Mining
16. Linear Regression Models
17. Classification (Linear and Logistic Classification)
18. Decision Tree
19. Instance-Based Learning Algorithms
20. Support Vector Machine
21. Bayesian Learning
22. Ensemble Learning
23. Unsupervised Learning
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