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Just as a document for my homework exercise in machine learning. Maybe there are some mistakes.

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3.1_a_pf.py
3.1_a_pf.py
 
 
3.1_b_gf.py
3.1_b_gf.py
 
 
3.1_c_gf_c.py
3.1_c_gf_c.py
 
 
3.1_d_blr.py
3.1_d_blr.py
 
 
3.2_b_dgm.py
3.2_b_dgm.py
 
 
HW1.2-Statistics Refresher
HW1.2-Statistics Refresher
 
 
HW1.3-Numerical Optimization
HW1.3-Numerical Optimization
 
 
HW2.2 Biased ML Estimate
HW2.2 Biased ML Estimate
 
 
HW2.2-Class Density
HW2.2-Class Density
 
 
HW2.2-Posterior
HW2.2-Posterior
 
 
HW2.3- K-Nearest Neighbors
HW2.3- K-Nearest Neighbors
 
 
HW2.3-Histogram
HW2.3-Histogram
 
 
HW2.3-Kernel Density Estimation
HW2.3-Kernel Density Estimation
 
 
HW2.4 Expectation Maximation
HW2.4 Expectation Maximation
 
 
HW3.1 Bayesian Linear Regression
HW3.1 Bayesian Linear Regression
 
 
HW3.1 Gaussian Features,Continued
HW3.1 Gaussian Features,Continued
 
 
HW3.1-Gaussian Features
HW3.1-Gaussian Features
 
 
HW3.1-Polynomial Features
HW3.1-Polynomial Features
 
 
HW3.2 Linear Discriminant Analysis
HW3.2 Linear Discriminant Analysis
 
 
HW3.3 Principal Component Analysis
HW3.3 Principal Component Analysis
 
 
HW3.3 Projection to the Original Space
HW3.3 Projection to the Original Space
 
 
HW3.3-Data Normalization
HW3.3-Data Normalization
 
 
HW3.3-Low Dimensional Space
HW3.3-Low Dimensional Space
 
 
HW4.1 Implementation
HW4.1 Implementation
 
 
HW4.2-Multi-layer Perceptron
HW4.2-Multi-layer Perceptron
 
 
HW4.3 GP Regression
HW4.3 GP Regression
 
 
Journey to THX1138.py
Journey to THX1138.py
 
 
README.md
README.md
 
 
densEst1.txt
densEst1.txt
 
 
densEst2.txt
densEst2.txt
 
 
gmm.txt
gmm.txt
 
 
iris-pca.txt
iris-pca.txt
 
 
iris.txt
iris.txt
 
 
ldaData.txt
ldaData.txt
 
 
linRegData.txt
linRegData.txt
 
 
mnist_small_test_in.txt
mnist_small_test_in.txt
 
 
mnist_small_test_out.txt
mnist_small_test_out.txt
 
 
mnist_small_train_in.txt
mnist_small_train_in.txt
 
 
mnist_small_train_out.txt
mnist_small_train_out.txt
 
 
nonParamTest.txt
nonParamTest.txt
 
 
nonParamTrain.txt
nonParamTrain.txt
 
 

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Statistical Machine Learning Exercises

Just as a document for my homework exercise in machine learning.Maybe there are some mistakes.

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Just as a document for my homework exercise in machine learning. Maybe there are some mistakes.

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