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Suggestions on Machine Learning Course Projects
This webpage will be updated.
(1) Solve open problems (data) posted in (domestic/international) data science competitions
| Competition | Type | Download | Webpage |
|---|---|---|---|
| http://contest.kbig.kr/ | Movie Attendance Prediction | download | |
| Insurance Fraud Detection | download | ||
| http://crowd.kbig.kr/ | Disease Prediction | download | webpage |
| Optimized Advertisement | download | webpage | |
| https://www.kaggle.com/ | Kaggle Competitions | webpage | |
| Kaggle Datasets | webpage | ||
| https://gallery.cortanaintelligence.com/competitions | Decoding Brain Signal | webpage | |
| Womens Health Risk Assessment | webpage | ||
| Real-time Crime Forecasting Comeptition | webpage | ||
| BTW 2017 Data Science Challenge (Calls → Data Science Challenge) | webpage |
(2) Teach agents using OpenAI Gym
You can download reinforcement learning library from https://gym.openai.com/
- Develop and compare reinforcement learning algorithms
- You can use several environments supported from the library. Please see the list from https://gym.openai.com/envs
(3) Teach agents using Microsoft MineCraft API
Project Malmo
https://www.microsoft.com/en-us/research/project/project-malmo/
(4) Game AI Competitions
VizDoom AI Competition ( http://vizdoom.cs.put.edu.pl/ )
(5) Learning to Control Units in StarCraft
You can use reinforcement learning to train “unit control” of StarCraft AI players on usemap settings (without terrain and with small number of units).
(6) Financial Forecasting
Stock Market Index (Up/Down, Binary Classification) Prediction Exhange Rate (Up/Down, Binary Classification) Prediction
