| Date |
Lecture |
Date |
Workshop |
Deadlines |
| May 5, 2020 |
Introduction |
May 7, 2020 |
Software installation and environment configuration |
|
| May 12, 2020 |
ML fundamentals, concepts & classical models I |
May 14, 2020 |
Introduction to Numpy and implementing a simple model |
|
| May 19, 2020 |
Neural networks |
May 21, 2020 |
Introduction to TensorFlow |
|
| May 26, 2020 |
Neural networks and deep learning |
May 28, 2020 |
Neural networks in TensorFlow |
Project proposal due @ May 28, 11:59 pm |
| June 2, 2020 |
Data preprocessing and categorical features |
June 4, 2020 |
Data preprocessing implementations |
|
| June 9, 2020 |
Computer vision and CNNs-1 |
June 11, 2020 |
CNNs in TensorFlow -1 |
|
| June 16, 2020 |
Computer vision and CNNs-2 |
June 18, 2020 |
CNNs in TensorFlow-2 |
|
| June 23, 2020 |
Structural data - time series forecasting |
June 25, 2020 |
Time series in TensorFlow |
|
| June 30, 2020 |
Text with neural nets |
July 2, 2020 |
Text in TensorFlow |
|
| July 7, 2020 |
The Cloud and Why it is Important |
July 9, 2020 |
How to use the cloud effectively |
|
| July 14, 2020 |
Properly Packaging Serving Models, and experiment managements |
July 16, 2020 |
Docker |
|
| July 21, 2020 |
[Flexible topics - project issues] |
July 23, 2020 |
[Flexible topics - project issues] |
|
| July 28, 2020 |
Final presentation |
July 30, 2020 |
Final presentation |
Project report due @ Aug 7, 11:59 pm |