2019 CTPL Workshop on Machine Learning, Match 4th, 2019
----Tutorial on Machine Learning and Hand-on Coding Training
1. Introduction on machine learning and deep learning: Slides
2. Tutorial manuscript, start from Section 2.
3. Example code repository: Deep_learning_examples
4. Hand-on coding: Slides
5. Other resource related to deep learning:
- Coursera deep learning specializations: Suitable for beginners
- Udacity deep learning course: Intermediate level
- Stanford CS231n: Deep learning in computer vision
- Stanford CS229: Machine learning
- Stanford CS224d: Deep learning for natural language processing
- Stanford CS224w: Network and graph
- Deep learning book
- Youtube videos about machine learning with Python
- Berkeley CS 294-112: Deep reinforcement learning
- Tensorflow tutorial
- CMU PGM: Probabilistic graphic model, very advanced course