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12. ROC AUC Curve

17:05

12. ROC AUC Curve

11 MAE MSE RMSE

10:39

11 MAE MSE RMSE

10 sst ssr sse

16:46

10 sst ssr sse

9 Confusion Matrix

13:01

9 Confusion Matrix

8 Training , Testing and Validation

15:33

8 Training , Testing and Validation

7 Supervised Learning –Unsupervised Learning Reinforcement

14:32

7 Supervised Learning –Unsupervised Learning Reinforcement

6 Parametric and Nonparametric Machine Learning

11:56

6 Parametric and Nonparametric Machine Learning

5 Learning Problem Formulation

7:05

5 Learning Problem Formulation

4. Feature Extraction –Example Principle Component Analysis

22:54

4. Feature Extraction –Example Principle Component Analysis

18. Wampus Problem

16:47

18. Wampus Problem

3. Over-fitting and under-fitting

7:33

3. Over-fitting and under-fitting

2. Feature Selection

11:47

2. Feature Selection

1. Feature Vectors, Feature Spaces, and Dimensionality

18:40

1. Feature Vectors, Feature Spaces, and Dimensionality

16. Propositional logic & Rules of Inference in Artificial intelligence

14:33

16. Propositional logic & Rules of Inference in Artificial intelligence

15. Knowledge-Based Agents in Artificial intelligence & Types of Knowledge

10:51

15. Knowledge-Based Agents in Artificial intelligence & Types of Knowledge

14. Alpha Beta Pruning AI

4:26

14. Alpha Beta Pruning AI

13. Max Min Problem in AI

7:03

13. Max Min Problem in AI

12. Hill Climbing in AI With Problem

17:18

12. Hill Climbing in AI With Problem

11. Iterative deepening A*

17:24

11. Iterative deepening A*

10. A*Algorithm (Informed Search)

9:22

10. A*Algorithm (Informed Search)

9. Best First Search

9:34

9. Best First Search

8. Heuristic Function

5:44

8. Heuristic Function

7. Water Jug Problem (State Space Diagram )

9:07

7. Water Jug Problem (State Space Diagram )

6. Vacuumed Cleaner Problem (State Space Diagram )

11:58

6. Vacuumed Cleaner Problem (State Space Diagram )

5. Puzzel problem without Huristic Function

10:05

5. Puzzel problem without Huristic Function

4. Types of Agent in AI

10:14

4. Types of Agent in AI

3. Agent Environment Features

13:19

3. Agent Environment Features

2. Agents in AI

5:23

2. Agents in AI

1. Introduction of AI

7:57

1. Introduction of AI

L12

19:12

L12