機器學習 (Machine Learning) 學習資源

AWS

Machine Learning - Built on the AWS Cloud. Developed for Amazon developers and engineers.

Book

An Introduction to Statistical Learning: With Applications in R

Data Science from Scratch with Python

Deep Learning - Author: Ian Goodfellow, Yoshua Bengio, and Aaron Courville. On-line version.

Computer Vision

ILSVRC/COCO Challenge

ResNet

ShuffleNet

DorefaNet

AutoNet

Capsule neural network

Coursera

☑ AI For Everyone

☑ Machine Learning - Andrew Ng (Co-founder, Coursera; Adjunct Professor, Stanford University; formerly head of Baidu AI Group/Google Brain), Stanford University

☑ Deep Learning Specialization

Machine Learning with TensorFlow on Google Cloud Platform Specialization - Learn ML with Google Cloud. Real-world experimentation with end-to-end ML.

Advanced Machine Learning with TensorFlow on Google Cloud Platform Specialization - Learn Advanced Machine Learning with Google Cloud. Build production-ready machine learning models with TensorFlow on Google Cloud Platform.

NTUEE

李宏毅教授: 機器學習

NVIDIA

[nVidia] Deep Learning

PyTorch

PyTorch - tutorials

Stanford

[Stanford] CS231n: Convolutional Neural Networks for Visual Recognition

[Stanford] CS224d: Deep Learning for Natural Language Processing

TensorFlow

TensorFlow


Machine Learning System Design

☑ machine-learning-systems-design, Chip Huyen

Web sites

deeplearning.net

www.fast.ai

All You Need to Know About Deep Learning - A kick-starter