General
- This forum to discuss course content.
General news and announcements are in WeChat group "Computer aided design" (сontact the teachers if you need a link).
Topic outline
- This topic
Instructions
Attention !
Due to a registration issue, your submission is requested to be uploaded in the "Upload submission" (bottom of the page) item
Week 1
- Structure of the course
Pythin recap (data types, mutability ...)
Style guidelines - Numpy library for array computing
Matplotlib library for visualization - (updated 21.05.2022)
Numpy library for array computing - Opened: Wednesday, 18 May 2022, 2:48 PMClosed: Wednesday, 18 May 2022, 3:45 PM
- Opened: Wednesday, 18 May 2022, 2:48 PMClosed: Wednesday, 18 May 2022, 3:55 PM
- Visualization examples.
Creating own classes. Inheritance. - Numpy, mutability, plotting.
Classes. - Opened: Wednesday, 18 May 2022, 2:48 PMClosed: Friday, 20 May 2022, 12:24 PM
- Opened: Wednesday, 18 May 2022, 2:48 PMClosed: Friday, 20 May 2022, 1:13 PM
Deadline - 27.05.2022, 17-00 in Beijing time (EXTENDED 2)
- Opened: Wednesday, 25 May 2022, 7:00 PMDue: Friday, 27 May 2022, 12:05 PM
Deadline - 27.05.2022, 17-05 in Beijing time
Deadline - 27.05.2022, 17-00 in Beijing time (EXTENDED 2)
- Opened: Wednesday, 25 May 2022, 7:00 PMDue: Friday, 27 May 2022, 12:05 PM
Deadline - 27.05.2022, 17-05 in Beijing time
Week 2
- Optimization
(updated 29.05.2022, code can be copied) - 2D graphs
Optimization examples
(updated 09.06.2022, code can be copied) - Opened: Wednesday, 18 May 2022, 2:48 PMClosed: Tuesday, 24 May 2022, 3:24 PM
- Optimization may don't work
Pandas library - Introduction to machine learning
- Optimization quiz
pandas quiz - Opened: Wednesday, 18 May 2022, 2:48 PMClosed: Friday, 27 May 2022, 12:30 PM
- Opened: Wednesday, 18 May 2022, 2:48 PMClosed: Friday, 27 May 2022, 1:14 PM
Week 3
Attention !
Due to a registration issue, your submission is requested to be uploaded in the "Upload submission" (bottom of the page) item- Competitions on Kaggle platform
- Baseline #2 for competitions
Cross-validation - Baseline 3 (+LightGBM) explanation
Introduction to satellite imagery systems Real satellite signal
- Baseline 4 (+Feature engineering) explanation
Weather satellite signal decoding - Monte Carlo methods
Submission or final test
You can also upload your submission and take the test.
A higher score will be selected (max 25 points).Deadline - 10.06.2022, 22-00 in Beijing time
- Opened: Friday, 8 April 2022, 12:00 PMClosed: Friday, 10 June 2022, 5:00 PM
Test will be closed - 10.06.2022 (Friday) 22-00 in Beijing time
You have only 3 hours to answer.
If you start later than 19-00, 10.06.2022 (Friday) you will have less than 3 hours (until 22-00).
Answer in order. After moving on to the next question, you cannot return to the previous one, even if you did not select an answer.