| Date |
Content |
Self-study |
HW |
| 2018-03-02 |
Introduction and Projects Datasets |
Python |
-- |
| 2018-03-09 |
TSMC Real Cases & Hadoop and HDFS (by TSMC) |
Python |
HW1 |
| 2018-03-16 |
HDFS & Hbase (by TSMC) |
Python |
HW2 |
| 2018-03-23 |
Map/Reduce & Spark Programming (by TSMC) |
Spark |
HW3 |
| 2018-03-30 |
Data Processing and Analysis Techniques (by TSMC) |
Spark |
HW4 |
| 2018-04-06 |
Spring break |
Spark |
-- |
| 2018-04-13 |
TSMC Project |
MongoDB |
-- |
| 2018-04-20 |
Final Project Proposal |
MongoDB |
-- |
| 2018-04-27 |
Data Mining & Machine Learning Basics |
Keras / Tensorflow |
HW5 |
| 2018-05-04 |
Introduction to Keras (by Prof. Chih-Chieh Hung) |
Keras / Tensorflow |
HW6 |
| 2018-05-11 |
Neural Network Concept and Design |
Keras / Tensorflow |
HW7 |
| 2018-05-18 |
CNN and RNN |
Keras / Tensorflow |
HW8 |
| 2018-05-25 |
Auto-encoder and GAN |
Other useful tools and techniques |
-- |
| 2018-06-01 |
Project Midterm |
-- |
-- |
| 2018-06-08 |
Final Project Discussion |
-- |
-- |
| 2018-06-15 |
Final Project Discussion |
-- |
-- |
| 2108-06-18 |
Final Project Presentation |
-- |
-- |
| 2018-06-25 |
Final Project Presentation |
-- |
-- |
