| # |
Lecture |
Lecturer |
Preparation videos |
Preparation exercise |
Read |
Watch more |
Slides
|
| F1 |
Introduction and math basics |
DZ |
– |
– |
1, 2.1 |
3 min
Links to an external site. 5 min
Links to an external site. |
PDF
Download PDF |
| – |
Introduction to statistical thinking |
DZ |
L1-stat |
– |
|
|
|
| – |
Introduction to Python |
JS |
L1-python
Links to an external site. |
Python notebook
Links to an external site.
Google Colab
Links to an external site. |
|
|
|
| F2 |
Basic regression, linear regression |
DZ |
F2_A F2_B F2_C |
Python notebook
Links to an external site.
Google Colab
Links to an external site. |
3.1, 3.A, 5.3 |
|
PDF
Download PDF |
| F3 |
Basic classification, logistic regression |
DZ |
F3_A F3_B F3_C |
Python notebook
Links to an external site.
Google Colab
Links to an external site. |
3.2, 3.3, 4.5 |
|
PDF
Download PDF |
| F4 |
Classification cont'd, discriminant analysis and nearest neighbour |
DZ |
F4_A F4_B |
Python notebook
Links to an external site.
Google Colab
Links to an external site. |
10.1, 2.2 |
k-NN demo
Links to an external site. |
PDF
Download PDF |
| F5 |
Generalization performance |
DZ |
F5_A F5_B |
Python notebook
Links to an external site.
Google Colab
Links to an external site.
|
4.1-4.4 |
|
PDF
Download PDF |
| F6 |
Tree-based methods, bagging, boosting |
DZ |
F6_A F6_B F6_C
|
Python notebook
Links to an external site.
Google Colab
Links to an external site. |
2.3, 7.1, 7.2, 7.3, (5.2), (7.4) |
|
PDF
Download PDF |
| F7 |
Deep neural networks |
DZ |
F7_A F7_B |
Python notebook
Links to an external site.
Google Colab
Links to an external site. |
6.1,
"Logistic regression for more than two classes" in 3.2, 6.2-6.3 (skip "Backpropagation" in 6.2) |
NN playground
Links to an external site.
19 min
Links to an external site.
|
PDF
Download PDF |
| F8 |
Model learning as numerical optimization |
DZ |
F8_A F8_B |
Python notebook
Links to an external site.
Google Colab
Links to an external site. |
5.4-5.5 |
3 min
Links to an external site. 3 min
Links to an external site. 21 min
Links to an external site. |
PDF
Download PDF |
| F9 |
Limitations & new directions for supervised learning |
DZ |
– |
- |
12 |
|
PDF
Download PDF |
| F10 |
Summary of the course |
DZ |
|
|
|
|
PDF
Download PDF |