Update README.md

README.md

@@ -24,4 +24,50 @@ model-index:
   # **Reinforce** Agent playing **CartPole-v1**
   This is a trained model of a **Reinforce** agent playing **CartPole-v1** .
   To learn to use this model and train yours check Unit 4 of the Deep Reinforcement Learning Course: https://huggingface.co/deep-rl-course/unit4/introduction
-  
+
+to train a great model, you need to modify the hyperparameters
+
+cartpole_hyperparameters = {
+    "h_size": 64,  
+    "n_training_episodes": 2000,  
+    "n_evaluation_episodes": 20,  
+    "max_t": 1000, 
+    "gamma": 0.99,  
+    "lr": 1e-3, 
+    "env_id": env_id,
+    "state_space": s_size,
+    "action_space": a_size,
+}
+
+```
+Episode 100	    Average Score: 29.39
+Episode 200   	Average Score: 40.43
+Episode 300    	Average Score: 62.50
+Episode 400	    Average Score: 140.69
+Episode 500	    Average Score: 257.97
+Episode 600	    Average Score: 385.96
+Episode 700	    Average Score: 444.55
+Episode 800	    Average Score: 471.07
+Episode 900	    Average Score: 425.36
+Episode 1000	Average Score: 469.43
+Episode 1100	Average Score: 482.73
+Episode 1200	Average Score: 479.17
+Episode 1300	Average Score: 492.68
+Episode 1400	Average Score: 487.52
+Episode 1500	Average Score: 485.91
+Episode 1600	Average Score: 487.56
+Episode 1700	Average Score: 485.40
+Episode 1800	Average Score: 494.59
+Episode 1900	Average Score: 488.71
+Episode 2000	Average Score: 493.33
+Episode 2100	Average Score: 496.70
+Episode 2200	Average Score: 498.07
+Episode 2300	Average Score: 498.38
+Episode 2400	Average Score: 476.29
+Episode 2500	Average Score: 485.02
+Episode 2600	Average Score: 481.23
+Episode 2700	Average Score: 498.21
+Episode 2800	Average Score: 500.00
+Episode 2900	Average Score: 496.20
+Episode 3000	Average Score: 494.15
+```