| Date |
Content |
Self-study |
HW |
| 2018-09-14 |
Introduction and Projects Datasets |
Python |
-- |
| 2018-09-21 |
Data Mining & Machine Learning Basics |
Python |
HW1 |
| 2018-09-28 |
Statistical Analysis (by TSMC) |
Python |
-- |
| 2018-10-05 |
Statistic Analysis & The Application on SAS (by SAS) |
Spark |
HW2 |
| 2018-10-12 |
Hadoop & HDFS (by TSMC) |
Spark |
HW3 |
| 2018-10-19 |
Map/Reduce & Spark Programming (by TSMC) |
Spark |
HW4 |
| 2018-10-26 |
Data Mining & Machine Learning Basics |
Keras / Tensorflow |
-- |
| 2018-11-02 |
Introduction to Keras (by Prof. Chih-Chieh Hung) |
Keras / Tensorflow |
HW5 |
| 2018-11-09 |
Microsoft AI Platform and Application |
Keras / Tensorflow |
-- |
| 2018-11-16 |
TSMC Projects & Final Project Proposal |
MongoDB |
-- |
| 2018-11-23 |
Neural Network Concept and Design |
MongoDB |
HW6 |
| 2018-11-30 |
CNN and RNN |
Other useful tools and techniques |
HW7 |
| 2018-12-07 |
Auto-encoder and GAN |
Other useful tools and techniques |
HW8 |
| 2018-12-14 |
Project Midterm |
-- |
-- |
| 2018-12-21 |
Final Project Discussion |
-- |
-- |
| 2018-12-28 |
Final Project Discussion |
-- |
-- |
| 2019-01-04 |
Final Project Discussion |
-- |
-- |
| 2019-01-11 |
Final Project Presentation |
-- |
-- |
