Lectures
Lectures will be held on Wednesday 10:15 - 12:00 in 1007.
Zoom link to lectures: (log into courses to see link)
Practice sessions
All practice sessions are held right after the lecture on Wednesday 12:15 - 14:00 in room 1007.
Zoom link for practice sessions: (log into courses to see link) (the same as for the lectures)
In practice sessions we will be working in Colab, Python 3 and from one point with PyTorch. Ideally, familiarize yourself with NumPy, Pandas and Colabs before the practice sessions.
The schedule
The following schedule is subject to change. Please check Slack for announcements.
| Lecture # | Date | Title | Slides | Recordings | Notebook | |
|---|---|---|---|---|---|---|
| Lecture 01 | February 14 | Introduction to course and CV | (log into courses to see link) | lecture, practice | (log into courses to see link) | |
| Lecture 02 | February 21 | Deep Dive into CNNs (part I) | lecture, practice | ipynb | ||
| Lecture 03 | February 28 | Deep Dive into CNNs (part II) + Kahoot | lecture, practice | ipynb | ||
| Lecture 04 | March 6 | Advanced topics in CV: object detection | lecture, practice | ipynb | ||
| Lecture 05 | March 13 | Advanced topics in CV: segmentation + Kahoot | lecture, practice | ipynb | ||
| Lecture 06 | March 20 | Vision Transformers (part I) | lecture, practice | ipynb | ||
| Lecture 07 | March 27 | Vision Transformers (part II) | lecture, practice | ipynb | ||
| Lecture 08 | April 3 | Image Generation (part I) | lecture, practice | ipynb | ||
| Lecture 09 | April 10 | Image Generation (part II) + Kahoot | lecture, practice | ipynb | ||
| Lecture 10 | April 17 | Deployment (Mikhail Iljin from Better Medicine) | lecture, practice | github | ||
| Lecture 11 | April 24 | CV Industry landscape in Estonia (Ardi Tampuu) | lecture | ... | ||
| Lecture 12 | May 1 | Public holiday - no classes | ||||
| Lecture 13 | May 7 | Computer Vision in Medicine | lecture, practice | ipynb (II part) | ||
| Lecture 14 | May 14 | Explainable AI | lecture, practice | ipynb | ||
| Lecture 15 | May 21 | Ethical AI research | lecture | ... | ||
| Lecture 16 | May 29 | Final project presentations | presentations | |||