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یادگیری ماشین

0-0-First-Words
0-1-Introduction-1
0-3-Pattern-Recognition-Abstact
1-Concept-Learning-1
2-Concept-Learning-2
3-Concept-Learning-3
4-Concept-Learning-4
5-Parametric-Methods-1-MLE
6-Parametric-Methods-2-Bayesian
7-Supervised-Learning-1-Reguralization-Triple-Trade-Off
8-Supervised-Learning-2-Curve-Fitting
9-Supervised-Linear-Models-1
10-Supervised-Linear-Models-2
11-Parametric-Methods-3-Regression
12-Parametric-Methods-4-Model_Selection
13-Supervised-Learning-3-VC-Dim-Pac-Learning
14-PGM-Bayesian-Decision-Network-1
15-PGM-bayesian-Decision-Network-2
16-PGM-Bayesian-Decision-Network-3
17-1-PGM-Abstract
17-PGM-Bayesian-Decision-Network-4
18-Information-Theory-Covariance-Correlation-1
19-Information-Theory-1
20-Information-Theory-2
21-Decision-Tree-1
22-Decision-Tree-2
23-ClassificationDecisionTree
24-Linear-Model-Regression
25-Bayesian-Linear-Regression
26-Bayesian-Linear-Regression-Abstract
27-Linear-Model-Classification
28-Ensemble-1-Introduction
29-Ensemble-2-Bagging-Boosting
30-Ensemble-3-Mixture-of-Expert
31-Semi-Supervised and Clustering
32-Mixture Models and EM
33-conjugacy
34-Intro_Probability
35-Algebra
36-summarization