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Popular ML algorithms written from scratch (with exception of a few science packages)
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ml_from_scratch
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README.md
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README.md

ml_from_scratch

Popular ML algorithms written from scratch (with exception of a few science packages)

Algorithms

  • Instance-based:

    • k-NN (k-Nearest Neighbors)
    • Kohonen SOM (Self Orgamizing Map)
    • SVM (Support Vector Machine)
  • Decision Trees:

    • CART (Classification and Regression Trees)
    • ID3 (Iterative Dichotomiser 3)
    • Random Forest (Ensemble method)
  • Bayesian:

    • Naive Bayes Classifier
  • Clustering:

    • k-Means
    • HAC (Hierarchical Agglomerative Clustering)
  • Rule Based Learning approaches:

    • XCS (Accuracy-based Learning Classifier System)
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