| Weeks | Topics |
| 1 |
What is Data Science?The Concepts of Data Science, Artificial Intelligence, Artificial Neural Networks, Machine Learning and Deep Learning
|
| 2 |
Introduction to Python: setup and data structures (list, dictionary, series)
|
| 3 |
Programming in Python: functions & loops
|
| 4 |
Data Visualization with Python
|
| 5 |
Basic Statistics with Python
|
| 6 |
Data Preprocessing with Python
|
| 7 |
The Basics of Machine Learning
|
| 8 |
Midterm
|
| 9 |
Machine Learning: Supervised, Unsupervised Learning
|
| 10 |
Machine Learning
|
| 11 |
Mathematical Basics of Deep Learning
|
| 12 |
Deep Learning: Convolutional Neural Networks
|
| 13 |
Deep Learning: Recurrent Neural Networks
|
| 14 |
Deep Learning: LSTM
|