kiwiml 0.0.3

a tiny, simple, instructional machine learning library in python

kiwi v0.0.3

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Written by Ori Yonay

To install:

pip3 install kiwiml

Current Features:

• autodiff: A simple automatic numpy-compatible multidimensional differentiator
• Accuracy score function for calculating model accuracy
• Machine Learning Models:
  • Linear Regression
  • Logistic Regression
  • Single Dimensional Analysis
  • Perceptron
  • KNN
• PCA Decomposition
• Error Functions:
  • Mean-Squared Error
  • Cross-Entropy Loss

TODO:

• Error Functions: add mean absolute deviation
• Machine Learning Models:
  • Naive Bayes
  • SVM
  • Decision Tree
  • Random Forest
  • K-Means Clustering
  • Neural Network Library
    • Fully-Connected layer
    • Convolutional Layer
    • Residual Layer
    • ...
• Dataset Importer
• Autolearn