scotthosking/ML_Examples

Machine Learning examples

Machine Learning

Examples of Machine Learning techniques using Python + TensorFlow + scikit-learn

Notebooks:

• Linear Regression

  • Single Variable/Feature
  • Two Variables/Features
  • Optimisation Techniques Part 1
  • Optimisation Techniques Part 2
  • Bias and Variance

• Polynomial Regression

  • Feature_Mapping
  • Selecting regularisation parameter

• Logistic Regression

  • Linear Decision Boundary
  • Feature Mapping + Regularisation
  • Digit Classification (MNIST)

• Support Vector Machines

  • Linear Decision Boundary
  • Non-Linear Decision Boundary

• Neural Networks

  • Single Layer Digit Classification (MNIST)