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Add lecture materials for Model-Free, Control, and Value topics

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- Added Lecture4 - ModelFree.pdf (3013 KB)
- Added Lecture5 - Control.pdf (2575 KB)
- Added Lecture6 - Value.pdf (3320 KB)
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刘航宇
2026-04-28 20:28:00 +08:00
commit ceddbdd559
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强化学习个人课程作业报告/outputs/tables/model_comparison_summary.csv
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model,train_accuracy,val_accuracy,train_f1_macro,val_f1_macro,val_f1_High,val_f1_Low,val_f1_Standard,train_time
Baseline_LR,0.7593680672268908,0.7341714285714286,0.7492574544185482,0.7237629331592531,0.7665209565440987,0.6489501312335958,0.7558177117000646,
RandomForest,1.0,0.7877333333333333,1.0,0.770789728543472,0.7874554916461244,0.7095334685598377,0.8153802254244543,57.91048526763916
XGBoost,0.8519529411764706,0.8371047619047619,0.8297116592669606,0.8143842728003406,0.8904623073719283,0.6944039941751612,0.8582865168539325,67.63970804214478
XGBoost_Tuned,0.9767663865546219,0.8700190476190476,0.9739400525375727,0.8519502714571496,0.9084439578486383,0.7620280474649407,0.8853788090578697,142.65462470054626
1 model train_accuracy val_accuracy train_f1_macro val_f1_macro val_f1_High val_f1_Low val_f1_Standard train_time
2 Baseline_LR 0.7593680672268908 0.7341714285714286 0.7492574544185482 0.7237629331592531 0.7665209565440987 0.6489501312335958 0.7558177117000646
3 RandomForest 1.0 0.7877333333333333 1.0 0.770789728543472 0.7874554916461244 0.7095334685598377 0.8153802254244543 57.91048526763916
4 XGBoost 0.8519529411764706 0.8371047619047619 0.8297116592669606 0.8143842728003406 0.8904623073719283 0.6944039941751612 0.8582865168539325 67.63970804214478
5 XGBoost_Tuned 0.9767663865546219 0.8700190476190476 0.9739400525375727 0.8519502714571496 0.9084439578486383 0.7620280474649407 0.8853788090578697 142.65462470054626