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1. NFL-AWS-Hackathon-Winner NFL-AWS-Hackathon-Winner Public

   Winner, NFL x UCL CDI x AWS Big Data Bowl Hackathon (London). Uses NFL player-tracking data to measure whether QBs gain or lose when they improvise under pressure.

   HTML 2

2. Options-by-Construction Options-by-Construction Public

   Reinforcement learning with options built by construction, not discovery: NetHack's raw keystrokes become a catalogue of closed-loop options enumerated from the action set alone. Same PPO agent, sa…

   Python

3. Kidney-Blood-Vessel-Segmentation Kidney-Blood-Vessel-Segmentation Public

   U-Net blood-vessel segmentation in kidney histology: a study of stain augmentation and normalisation (HuBMAP).

   Python

4. lora-vs-freeze lora-vs-freeze Public

   Do you really need to retrain a whole language model to teach it a new task? A controlled study comparing LoRA adapters and layer freezing on DistilBERT for SQuAD question answering at matched trai…

   Python