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

- Added Lecture4 - ModelFree.pdf (3013 KB)
- Added Lecture5 - Control.pdf (2575 KB)
- Added Lecture6 - Value.pdf (3320 KB)

强化学习个人课程作业报告/outputs/tables/clustering_comparison.csv

@@ -0,0 +1,8 @@
+k,inertia,silhouette_x,log_likelihood,bic,aic,silhouette_y
+2,1092962.434364126,0.174016661115075,181335.84491703784,-359250.54291550705,-362061.6898340757,0.41420390111182703
+3,1018586.5047121042,0.17317021187208304,554291.2303605897,-1103445.131905755,-1107666.4607211794,0.2977020104302583
+4,953249.4382030136,0.18080059886795355,972834.1094461675,-1938814.7081800548,-1944446.218892335,0.3964327255424141
+5,889284.892342685,0.1964251564081267,1002913.0930748597,-1997256.4935405836,-2004298.1861497194,0.40146893512413845
+6,818950.9117652641,0.17683056672008368,1180025.734163945,-2349765.5938218986,-2358217.46832789,0.24683353848428613
+7,777658.2185885893,0.197056012688701,1203191.531501821,-2394381.006600795,-2404243.063003642,0.3109553553475885
+8,691940.8330833976,0.20149802939267383,1261969.3739466753,-2510220.5095936474,-2521492.7478933507,0.17264064800570944

强化学习个人课程作业报告/outputs/tables/model_comparison_summary.csv

@@ -0,0 +1,5 @@
+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

强化学习个人课程作业报告/outputs/tables/personalised_improvement_summary.csv

@@ -0,0 +1,7 @@
+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
+XGB_CatA_MissingHandling,0.9772638655462185,0.870552380952381,0.9745439553742655,0.8529411889528661,0.910207423580786,0.763542562338779,0.885073580939033,
+Ensemble_SoftVoting,0.9972436974789916,0.8675047619047619,0.9969472283391928,0.851001101708816,0.9024125779343996,0.7684120902511707,0.8821786369408776,