A repository to practice core machine learning techniques such as linear regression, classification, hidden markov models, convolutional neural networks, reinforcement learning etc.
Linear Regression: https://www.tensorflow.org/tutorials/estimator/linear
Classification: https://www.tensorflow.org/tutorials/estimator/premade
Hidden Markov Model: https://www.tensorflow.org/probability/api_docs/python/tfp/distributions/HiddenMarkovModel
Image classification with a neural network: https://www.tensorflow.org/tutorials/keras/classification
Image classification with a CNN: https://www.tensorflow.org/tutorials/images/cnn
Using pretrained models: https://www.tensorflow.org/tutorials/images/transfer_learning
Reinforcement learning with Q-Learning: https://colab.research.google.com/drive/1IlrlS3bB8t1Gd5Pogol4MIwUxlAjhWOQ#forceEdit=true&sandboxMode=true&scrollTo=Zo-tNznd65US