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Machine Learning Algorithms in Python

This repository is cover two topics:

  • My Solution for Coursera/Stanford Machine Learning course assignment in Python
  • Build Essentials of Machine Learning Algorithms with Python from Scratch

Contents

Day 0. Linear Algebra

Day 1. Linear Regression

Day 2. Logistic Regression

Day 3. Multiclass Classification and Neural Networks

Day 4. Neural Networks Learning

Day 5. Regularized Linear Regression and Bias v.s. Variance

Day 6. Support Vector Machines (SVM)

Day 7. K-means Clustering and Principle Component Analysis (PCA)

Day 8. Nomaly Detection and Recommender Systems

Day ...

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