Machine Learning and Data Mining Lecture Notes

[jaivinder]

Dear friends I have attached here a pdf on machine learning and data mining. There are important notes on this topic. I am sure these notes will help you. Let me know if you need more.

Following chapters are in this ebook:

1. Introduction to Machine Learning
2. Linear Regression
3. Nonlinear Regression
4. Quadratics
5. Basic Probability Theory
6. Probability Density Functions (PDFs)
7. Estimation
8. Classification
9. Gradient Descent
10. Cross Validation
11. Bayesian Methods
12. Monte Carlo Methods
13. Principal Components Analysis
14. Lagrange Multipliers
15. Clustering
16. Hidden Markov Models
17. Support Vector Machines
18. AdaBoost

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