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How machine learning algorithms work?

  • In this repository, you can find mathematical explanation of ML algorithms and how to implement them in python from scratch.

Here are the methods used to implement the algorithms:

  • Linear Regression
    • Gradient Descent
  • Logistic Regression
    • Gradient Descent
  • K-Nearest Neighbors (KNN)
    • Euclidean Distance
  • Support Vector Machine (SVM)
    • Gradient Descent on Hinge Loss

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