Codes from O'Reilly Book: Deep Learning for Life Science
Chapter 3: Machine Learning with DeepChem
A glance of the Tox21 dataset, simple usage for the DeepChem framework.
Chapter 4: Machine Learning for Molecules
Graph Convolutional Neural Networks for Molecule Property regression, and plotting molecular structure through RDKit.
Assignments of the Coursera Specialisation Advanced Machine Learning:
Course 1: Introduction to Deep Learning
Week 2: NumpyNN
Implement Neural Networks using pure Numpy. Improve the vanilla neural network using Xavier Initialisation so the model can converge even when the layer number is large (>5)
Week 3: Fine-tuning InceptionV3 for flowers classification
Week 4 Unsupervised representation learning
Assignment 1: Autoencoder
Encoder - Decoder architecture for peoples' faces. Include many interesting tasks (de-noise, finding similar faces, etc.)
Honour Assignment: Generative Adversarial Network
Week 5
Assignment 1: Generating names with RNNs
Assignment 2: More RNNs in Keras
Week 6
Image Captioning Final Project
Machine-learning-project
Machine Learning Projects and some Deep Learning Projects