Timetable
| Lecture | Practice | Bonus homework | ||
|---|---|---|---|---|
| 17.02.2020 | Introduction (slides)(video link) | 18.02.2020 | Replaced with lecture: Basics of Machine Learning (slides)(video link)(book chapter) Mandatory video lecture: Probability and Information theory (slides)(video link)(book chapter) | Install Anaconda Python Numpy Tutorial IPython Tutorial |
| 24.02.2020 | Independence day, no classes | 25.02.2020 26.02.2020 | k-Nearest Neighbor classifier (materials)(background)(video) | no bonus task |
| 02.03.2020 | Feed-forward networks (slides)(video link)(book chapter) | 03.03.2020 04.03.2020 | Implementing a Softmax classifier (materials)(background1) (background2)(video) | TBD |
| 09.03.2020 | Back-propagation (slides)(video link)(book chapter) | 10.03.2020 11.03.2020 | Two-Layer Neural Network (materials)(video G1 2019)(video G2 2019)(background1) (background2) (background3)(video) Deadline extended to 24.03 | accuracy above 52% (max 5pts) |
| 16.03.2020 | Optimization and regularization (slides)(video link)(optimization book chapter) (regularization book chapter) | 17.03.2020 18.03.2020 | Fully-connected Neural Network (materials)(background1) (background2) (background3) Deadline extended to 31.03 | Separate notebook about dropout |
| 23.03.2020 | Convolutional neural networks (slides)(video link)(convnets chapter) | 24.03.2020 25.03.2020 | Convolutional Networks (materials)(background) Deadline extended to 07.04 | Separate notebook about Batch Normalization |
| 30.03.2020 | Sequential modeling: Recurrent neural networks (slides)(video link) | 31.03.2020 01.04.2020 | Image classification using Keras (materials) Deadline extended to 14.04 | |
| 06.04.2020 | Applications (slides)(video link) | 07.04.2020 08.04.2020 | Text classification & Generating image captions using Keras (materials) Deadline extended to 21.04 | |
| 13.04.2020 | Guest lecture from MindTitan + Project fair (video) | 15.04.2020 | For both groups QA about projects | |
| 20.04.2020 | Software and Practical Methodology (slides)(code) | 22.04.2020 | Project QA Deadline for choosing projects: 23.04 at 12:15 | |
| 27.04.2020 | Autoencoders and GANs (slides)(video) | 29.04.2020 | Project QA Deadline for checkpoint 1: 30.04 at 12:15 | |
| 04.05.2020 | Deep reinforcement learning (code)(video) | 06.05.2020 | Project QA | |
| 11.05.2020 | Deep learning & the Brain (video) | 06.05.2020 | Project QA | |
| 18.05.2020 | Conclusions and Future | 20.05.2020 | Project QA | |
| 25.05.2020 | No lecture probably | 27.05.2020 | Project QA | |
| ??.05.2020 | Project presentation at TBD | |||
| ??.06.2020 | Project presentation at TBD |