genghan77 / hands_on_ml_note

Learning notes for book Hands on machine learning

Notes

This repository contains notes from the book "Hands on machine learning with scikit-learn, keras, and tensorflow"

Landscape

Landscape

End to end project

End to end project

Classification

Classification

Training models

Training

SVM

SVM

Tree and Ensemble

Dicision trees

Ensemble learning

Unsupervised learning

Dimensionality reduction

Unsupervised learning

Into to ANN with Keras

Intro to ANN with keras

Training deep neural net

Training deep neural net

Custom model and training with Tensorflow

Customization

Loading and preprocessing data with TensorFlow

Data processing

CNN technique

Computer vision

Sequence processing

Processing sequences using RNN and CNN

RNN and attention

NLP with RNNs and Attention

Representation learning and Generative learning

Representational learning and generative learning using Autoencoders and GAN