Timetable
| Lecture | Practice | Bonus homework | ||
|---|---|---|---|---|
| 11.02.2019 | Introduction @16.15 in Liivi 2-111 (slides) (lecture video) | 12.02.2019 | Replaced with lecture: @16.15 in Liivi 2 - 405 Probability and Information theory (book chapter) (slides) (lecture video) | Install Anaconda Python Numpy Tutorial IPython Tutorial |
| 18.02.2019 | Basics of Machine Learning @16.15 in Liivi 2 - 405 (slides) (book chapter) (lecture video) | 19.02.2019 | G1: @10.15 in Liivi 2-206 G2: @16.15 in Liivi 2 - 405 k-Nearest Neighbor classifier (materials) (background)(video) Deadline: 27.02.2019 at 6 AM | |
| 25.02.2019 | Feed-forward networks @16.15 in Liivi 2 - 405 (video) (slides) (book chapter) | 26.02.2017 | Implementing a Softmax classifier (materials) (background1) (background2)(video) Deadline: 06.03.2019 at 6 AM | |
| 04.03.2019 | Back-propagation @16.15 in Liivi 2 - 405 (slides)(video) (book chapter) | 05.03.2019 | Two-Layer Neural Network (materials)(video) (background1) (background2) (background3) Deadline: 13.03.2019 at 6 AM | Test error <52% |
| 11.03.2019 | Optimization and regularization @16.15 in Liivi 2 - 405 (slides)(video)(optimization book chapter) (regularization book chapter) | 12.03.2019 | Fully-connected Neural Network (video G1)(video G2)(materials) (background1) (background2) (background3) Deadline: 20.03.2019 at 6 AM | Dropout |
| 18.03.2019 | Convolutional neural networks @16.15 in Liivi 2 - 405 (slides)(video)(convnets chapter) | 19.03.2019 | Convolutional Networks (video G1)(video G2) (materials) (background1) Deadline: 27.03.2019 at 6 AM | Batch Normalization |
| 25.03.2019 | Sequential modeling: Recurrent neural networks (video)(slides) @16.15 in Liivi 2 - 405 | 26.03.2019 | Image classification using Keras (video G1)(video G2) (materials) Deadline: 03.04.2019 at 6 AM | |
| 01.04.2019 | Applications @16.15 in Liivi 2 - 405 (video) (slides) | 02.04.2019 | Text classification & Generating image captions using Keras (materials) (G1)(G2) Deadline: 10.04.2019 at 6 AM | |
| 08.04.2019 | Guest lecture from MindTitan + Project fair @16.15 in Liivi 2 - 405 (video) | 09.04.2019 | For both groups @16.15 in Liivi 2 - 405 QA about projects | |
| 15.04.2019 | Software and Practical Methodology (slides) (code) | 16.04.2019 | Project QA at 10:15 in Liivi 2 - 405 Deadline for choosing projects+ Deadline for late submissions: 17.04 at 6am | |
| 22.04.2019 | Autoencoders and GANs (video) (slides) | 23.04.2019 | Project QA at 16:15 in Liivi 2 - 405 | |
| 29.04.2019 | Deep reinforcement learning (video)(code) | 30.04.2019 | Project QA at 10:15 in Liivi 2 - 405 | |
| 06.05.2019 | Deep learning & the Brain (video) | 07.05.2019 | Project QA at 16:15 in Liivi 2 - 405 | |
| 13.05.2019 | Conclusions and Future | 14.05.2019 | Project QA at 10:15 in Liivi 2 - 405 | |
| 20.05.2019 | No lecture | 21.05.2019 | Project QA at 16:15 in Liivi 2 - 405 | |
| 28.05.2019 | Project presentation at 15:00- 18:00 in Liivi 2-405 | |||
| 11.06.2019 | Project presentation at 14:00- 18:00 in Liivi 2-405 (video) |