ML Kits

Machine Learning play ground. Using tensorflow and mathematics analysis to implement some ML models from scratch.

• knn (using just lodash) :demo plinko/score.js
• knn (using tensorflow) :knn-tf/index.js
• Linear Regression (gradient descent - batch) : regressions/linear-regression/linear-regression.js
  • auto update learning rate
  • batch size training
  • standardize
• Logistic Regression (gradient descent) : regressions/logistic-regression/logistic-regression.js
  • decisionBoundary
• Multinominal Logistic Regression: regressions/multinominal-logistic-regression/logistic-regression.js
  • multi-labels

Here is a note by my friend gama79530 about the mathematical formulas Note