Machine Learning Projects¶
List¶
Sample Factory¶
- Github link: https://github.com/wmFrank/sample-factory
- Decription: High throughput asynchronous reinforcement learning library
- Programming language: Python
- Technologies: PyTorch, PPO
-
Results:
Agent in game "Doom"
Auto Driving¶
- Github link: https://github.com/wmFrank/VISTA-auto-driving
- Decription: Autonomous driving with policy gradient RL based on the VISTA environment
- Programming language: Python
- Technologies: PyTorch, Jupyter Notebook
-
Results:
Random Policy
Trained Policy
Thought-Game SC2¶
- Github link: https://github.com/wmFrank/Thought-SC2
- Decription: Efficient reinforcement learning with DQN for StarCraft 2
- Programming language: Python
- Technologies: TensorFlow, DQN
AILA Open Innovation¶
- Github link: https://github.com/willxxy/AILAOI
- Decription: A project about predicting infestations in the Santa Monica Mountains National Recreation Area and building a user-friendly dashboard based on ArcGIS platform to present results
- Programming language: Python, Jupyter Notebook
- Technologies: XGBoost, ArcGIS
-
Results:
dashboard:
prize:
DEMON-NEUROHACK: Dementia Diagnosis¶
- Github link: https://github.com/DEMON-NEUROHACK/Challenge-2-LA-Team-A
- Decription: A data hackathon about predicting dementia status from data collected in India
- Programming language: Python, Jupyter Notebook
- Technologies: SMOTE, SHAP, Random Forest, XGBoost
-
Results:
metrics:
Molecular Property Prediction¶
- Github link: https://github.com/wmFrank/molecular-property-prediction
- Decription: Using D-MPNN to predict the property of inhibition of HIV replication
- Programming language: Python
- Technologies: D-MPNN
-
Results:
inhibition of HIV replication prediction
Restaurant Brands Clustering¶
- Github link: https://github.com/wmFrank/restaurant-brands-clustering
- Decription: Cluster restaurant brands based on their food names
- Programming language: Python, Jupyter Notebook
- Technologies: sentence_transformers
-
Results:
This is the results of cluster restaurants into 10 clusters:
Android Birthmark¶
- Github link: https://github.com/wmFrank/android-birthmark
- Decription: A GUI-based dynamic birthmark generation method for Android apps
- Programming language: Java, Python
- Technologies: PyTorch, CNN
Emoji Prediction¶
- Github link: https://github.com/wmFrank/emoji-prediction
- Decription: Emoji prediction based on Chinese texts
- Programming language: Python
- Technologies: Jieba, word2vec
Last update:
March 17, 2023
Created: March 17, 2023
Created: March 17, 2023