Systems for ML
Published:
CSE 599W: Systems for ML by Tianqi Chen, Haichen Shen, and Arvind Krishnamurthy at University of Washington.
Blog posts
2019
Deep Learning Specialization
Published:
Deep Learning Specialization by deeplearning.ai on Coursera.
AI For Everyone
Published:
AI For Everyone by deeplearning.ai on Coursera.
Deep Unsupervised Learning
Published:
CS294-158 Deep Unsupervised Learning by Pieter Abbeel at University of California, Berkeley.
Applied Machine Learning
Published:
COMS W4995 Applied Machine Learning by Andreas C. Müller at Columbia University.
程序设计与算法 Specialization
Published:
计算导论与C语言基础 by Peking University on Coursera.
Natural Language Processing with Deep Learning
Published:
CS224n: Natural Language Processing with Deep Learning by Christopher Manning at Stanford University.
Launching into Machine Learning
Published:
Launching into Machine Learning by Google Cloud on Coursera.
How Google does Machine Learning
Published:
How Google does Machine Learning by Google Cloud on Coursera.
Intro to TensorFlow
Published:
Intro to TensorFlow by Google Cloud on Coursera.
2018
The Data Scientist’s Toolbox
Published:
The Data Scientist’s Toolbox by Johns Hopkins University on Coursera.
Introduction to Structured Query Language (SQL)
Published:
Introduction to Structured Query Language (SQL) by University of Michigan on Coursera.
Convolutional Neural Networks for Visual Recognition
Published:
CS231n: Convolutional Neural Networks for Visual Recognition by Fei-Fei Li at Stanford University.
Tensorflow for Deep Learning Research
Published:
CS 20: Tensorflow for Deep Learning Research by Chip Huyen at Stanford University.
Machine Learning
Published:
Machine Learning by Hung-yi Lee at National Taiwan University.
Momentum, RMSprop, and Adam
Published:
Gradient Descent with Momentum
Batch Normalization
Published:
Batch Norm at train time