Repository of class materials for ML Study 2020. Held for Korean Students of HKUST.
Founded and hosted by Sehyun Choi and Sun Bin Mun in 2020.
Meeting takes place every Thursday at 8:00~10:00, KST. The meetings are held via online meeting platforms.
This is the list of items that we are planning to cover. Depending on the schedule and feedback, this may change cover different set of topics. The main objective is to cover the basis of ML & DL in the fall semester and move on to more exciting projects, paper reviews, competitions, etc.
- Introduction to Python (Week 1~3)
- Basic Python
- Advanced Python
- Convention and helpful tools
- Introduction to ML (week 4~7)
- Numpy basics
- Linear Algebra basics
- Intro to ML terminology and schemes
- Perceptron and activations
- Gradient Descent / Backpropagation
- Introduction to DL & tensorflow (week 8~10)
- MLP (Dense / FC), CNN, RNN concepts & intuitions
- Tensorflow basics operations
- keras layers and semantics
- customization
- Getting familiar with tf (week 11~)
- tf tutorials (tbc)