Machine Learning Algorithms

A repository for recording machine learning code, including basic ml algorithms by using python (numpy). Also some very useful codes of scikit-learn and tensorflow.

1 basic algorithms practice

• knn
• liner regression
• gradient descent demo
• logistic regression
• decision tree
• regression tree
• bayes classifier
• neural network
• clustering: k-means
• PCA
• SVD
• aprior

2 sklearn practice

sklearn practice

3 tensorflow practice

simple tensorflow practice (13 steps)

4 some practical cases

• number recognization by cnn
• text classification by cnn
• cnn classification (dog vs cat)

Contact

For questions and more details of our study please contact the author: Lei Zhang 张磊 (lei.zhang.geo@outlook.com)

Lei Zhang's Homepage