soconnor/f1-race-prediction
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890bbeb0f73c5196c958a1ef208c9ed9262ef3e6
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Author SHA1 Message Date
Sean O'Connor
890bbeb0f7 Remove track-specific hyperparameter optimizations, add raw data output 2024-12-10 19:49:38 -05:00
Sean O'Connor
b6029eb929 Update conda_env.yml 2024-12-10 19:49:02 -05:00
cwc023
a34dc4befb typos 2024-12-10 19:11:06 -05:00
cwc023
0e83fa6bff typos 2024-12-10 19:10:11 -05:00
cwc023
c232b8907d Conclusion and Discussion 2024-12-10 19:09:42 -05:00
cwc023
b0d4a308cd Added random track prediction 2024-12-10 13:46:10 -05:00
cwc023
ddf7f37f1c Added Modeling 2024-12-10 13:12:36 -05:00
Sean O'Connor
4283241b6d Hyperparameter tuning, update tracks 2024-12-09 15:36:23 -05:00
Sean O'Connor
9e65e66215 Remove box notation 2024-12-09 11:25:14 -05:00
Sean O'Connor
50659eb243 Update final report to include changed GP 2024-12-09 11:06:37 -05:00
cwc023
d7629213f5 Final Report additions 2024-12-09 11:05:32 -05:00
Sean O'Connor
db2fd700fb Enhance modeling notebook with progress summary, detailed statistics by track, and key findings. Added feature engineering insights, and outlined next steps for model optimization. Improved data visualization for model performance across different tracks. 2024-12-09 11:04:05 -05:00
Sean O'Connor
1cc5d4d383 Update plots to show RMSE and R^2 values 2024-12-04 09:14:58 -05:00
Sean O'Connor
80c9343a96 Refactor modeling notebook: update execution counts, enhance event definitions, and improve model performance visualization. Added cross-validation scoring and performance comparison across events. 2024-12-02 12:27:02 -05:00
Sean O'Connor
dfd1667354 Update EDA with data summaries outside of aggregation cells 2024-12-02 12:17:42 -05:00
Sean O'Connor
2b55987281 Add environment description and setup instructions 2024-12-02 11:50:28 -05:00
Sean O'Connor
23416cc17b Finalize EDA document as per assignment spec 2024-12-02 11:44:14 -05:00
Sean O'Connor
d171215b33 Update sessions in DataPrep_EDA 2024-12-02 08:49:04 -05:00
Sean O'Connor
550649737d Remove race from sessions 2024-12-02 08:34:33 -05:00
Sean O'Connor
21d3c4b1bc Basic modeling, add .gitignore 2024-12-02 08:33:42 -05:00
cwc023
ff6f1793c3 Data Analysis 2024-11-19 23:02:07 -05:00
Sean O'Connor
15d244305e Add FastF1 library, run example 2024-11-18 08:29:03 -05:00
Sean O'Connor
32186b26da Initial commit- repo setup/skeletons 2024-11-18 08:14:05 -05:00