Daniel LamSan Francisco Car Break-ins: Where and WhenTLDR: Problem: Car break-ins are a common occurrence in San Francisco. Where and when are these break-ins happening? How has it been for…Nov 4, 2023Nov 4, 2023
Daniel LamFactorization Machines — Pictures + Code (PyTorch)TLDR: Problem: Given a dataset of users, movies, and ratings. Use factorization machines to give movie recommendations. Dataset: ml-1m.zip…Jul 26, 20231Jul 26, 20231
Daniel LamChatGPT — Prompt Only: Tic Tac Toe Streamlit AppIntro: Can we create Tic Tac Toe with only prompting? I explore ChatGPT (4) capability by creating a tic tac toe game in Streamlit. I have…May 6, 2023May 6, 2023
Daniel LamMatrix Factorization Advanced: Pictures + Code (PyTorch) — (Part 2)TLDR: Problem: Can we improve matrix factorization by adding 1) user & item biases 2) offset 3) weight initialization 4) sigmoid_range? For…Mar 25, 2023Mar 25, 2023
Daniel LamMatrix Factorization: Pictures + Code (PyTorch) — Part 1TLDR: Problem: Given a dataset of users, movies, and ratings. Can we create a model that predicts movie ratings for users? Dataset…Mar 20, 2023Mar 20, 2023