Machine Learning [Stanford/CS229]
http://cs229.stanford.edu/syllabus-autumn2018.html
Problem Sets
This repo contains all the Problem Sets of CS229, which includes Mathematical and Programming projects.
Machine Learning Knowledge Sharing
See more about Machine Learning and Data Science in general. ML_Guidance_Repo
Classification of Algorithm
- Continuous
Unsupervised | * Supervised * |
---|---|
Clustering & Dimensionality Reduction | Regression |
○ SVD | ○ Linear/Polynomial |
○ PCA | Decision Trees |
○ K-means | Random Forest |
- Discrete (Category)
Unsupervised | Classification |
---|---|
Association Analysis | ○ KNN/ Trees |
○ Apriori | ○ Logistic Regression |
○ FP-Growth | ○ Naive Bayes |
Hidden Markov Model | ○ SVM |
Library
Numpy, matplotlib, pandas, TensorFlow
Caffe, Keras
XGBoost, gensim