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File List
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02. Network Tuning - Part 1/11. Demo XAML Code.wmv 25.89 MB
02. Network Tuning - Part 1/12. Demo Core Steps-Shuffle, Segregate, Normalize and Prune.wmv 22.24 MB
02. Network Tuning - Part 1/13. Demo Core Steps-Train.wmv 18.09 MB
02. Network Tuning - Part 1/14. Demo Observations.wmv 17.37 MB
05. Feed Forward Network - Part 1/09. Demo Adaline Network.wmv 16.18 MB
advanced-machine-learning-encog.zip 13.88 MB
03. Network Tuning - Part 2/08. Demo Hybrid Strategy.wmv 13.64 MB
07. Feedback Networks/08. Demo Elman Network.wmv 12.19 MB
05. Feed Forward Network - Part 1/05. Linear Versus Non-Linear.wmv 12.16 MB
02. Network Tuning - Part 1/04. Underfitting And Overfitting.wmv 7.93 MB
08. Course Summary/02. Summary.wmv 7.52 MB
02. Network Tuning - Part 1/05. Selection of Layers and Neurons.wmv 7.2 MB
04. Neural Network Architectures Overview/05. Architectural Tree.wmv 7.17 MB
06. Feed Forward Network - Part 2/12. RBF Network in ENCOG.wmv 6.9 MB
06. Feed Forward Network - Part 2/09. RBF Network Implementation.wmv 6.89 MB
06. Feed Forward Network - Part 2/10. XOR Problem using RBF.wmv 6.56 MB
06. Feed Forward Network - Part 2/07. RBF (Radial Basis Function) Network.wmv 6.24 MB
07. Feedback Networks/03. Feedback Networks.wmv 5.83 MB
01. Course Introduction/04. Quick Recap.wmv 5.8 MB
06. Feed Forward Network - Part 2/08. Radial Basis Function Calculation.wmv 5.69 MB
03. Network Tuning - Part 2/06. Demo Greedy Strategy.wmv 5.68 MB
06. Feed Forward Network - Part 2/05. Multi Layer Perceptron in ENCOG.wmv 5.51 MB
03. Network Tuning - Part 2/16. Demo Basic Stop Strategies.wmv 5.45 MB
04. Neural Network Architectures Overview/04. Why So Many .wmv 5.44 MB
06. Feed Forward Network - Part 2/06. Demo MLP Network.wmv 5.4 MB
06. Feed Forward Network - Part 2/13. Demo RBF Network.wmv 5.16 MB
02. Network Tuning - Part 1/08. ENCOG Support for Pruning.wmv 4.99 MB
07. Feedback Networks/04. Elman Network.wmv 4.91 MB
02. Network Tuning - Part 1/10. Demo Introduction.wmv 4.78 MB
01. Course Introduction/01. Introduction.wmv 4.35 MB
02. Network Tuning - Part 1/06. Why Network Pruning .wmv 4.03 MB
03. Network Tuning - Part 2/11. Required Improvement Strategy.wmv 3.92 MB
03. Network Tuning - Part 2/14. Demo Smart Learning Rate and Smart Momentum Strategy.wmv 3.83 MB
03. Network Tuning - Part 2/10. Demo Reset Strategy.wmv 3.58 MB
02. Network Tuning - Part 1/03. Network Tuning.wmv 3.49 MB
05. Feed Forward Network - Part 1/03. Feed Forward Networks.wmv 3.44 MB
02. Network Tuning - Part 1/09. Training, Cross Validation and Test Dataset.wmv 3.4 MB
01. Course Introduction/03. Course Structure.wmv 3.28 MB
07. Feedback Networks/09. Jordan Network.wmv 3.25 MB
03. Network Tuning - Part 2/04. ENCOG Training Strategies.wmv 3.24 MB
03. Network Tuning - Part 2/20. Summary.wmv 3.15 MB
03. Network Tuning - Part 2/12. Demo Required Improvement Strategy.wmv 3.08 MB
06. Feed Forward Network - Part 2/04. Multi Layer Perceptron.wmv 2.99 MB
04. Neural Network Architectures Overview/03. Type of Network Covered.wmv 2.96 MB
03. Network Tuning - Part 2/03. Training Process Tuning.wmv 2.9 MB
05. Feed Forward Network - Part 1/12. Demo Perceptron Network.wmv 2.87 MB
03. Network Tuning - Part 2/07. Hybrid Strategy.wmv 2.83 MB
06. Feed Forward Network - Part 2/03. Non-Linear Neural Networks.wmv 2.82 MB
03. Network Tuning - Part 2/19. Demo EarlyStoppingStrategy.wmv 2.77 MB
03. Network Tuning - Part 2/18. EarlyStoppingStrategy.wmv 2.75 MB
06. Feed Forward Network - Part 2/11. Basic RBF Network Implementation.wmv 2.53 MB
03. Network Tuning - Part 2/15. StopTrainingStrategy.wmv 2.52 MB
07. Feedback Networks/05. Temporal XOR Problem.wmv 2.49 MB
05. Feed Forward Network - Part 1/11. Perceptron Network in ENCOG.wmv 2.3 MB
01. Course Introduction/02. Course Scope.wmv 2.28 MB
05. Feed Forward Network - Part 1/08. Adaline Network in ENCOG.wmv 2.23 MB
07. Feedback Networks/11. Demo Jordan Network.wmv 2.2 MB
03. Network Tuning - Part 2/09. Reset Strategy.wmv 2.12 MB
07. Feedback Networks/07. Elman Network in ENCOG.wmv 2.09 MB
02. Network Tuning - Part 1/15. Summary.wmv 2.06 MB
06. Feed Forward Network - Part 2/15. Summary.wmv 1.98 MB
02. Network Tuning - Part 1/01. Introduction.wmv 1.95 MB
05. Feed Forward Network - Part 1/10. Perceptron Network.wmv 1.88 MB
03. Network Tuning - Part 2/13. Smart Learning Rate and Smart Momentum Strategy.wmv 1.87 MB
07. Feedback Networks/10. Jordan Network in ENCOG.wmv 1.84 MB
03. Network Tuning - Part 2/01. Introduction.wmv 1.73 MB
03. Network Tuning - Part 2/05. Greedy Strategy.wmv 1.49 MB
05. Feed Forward Network - Part 1/13. Summary.wmv 1.49 MB
05. Feed Forward Network - Part 1/07. Adaline Network.wmv 1.49 MB
04. Neural Network Architectures Overview/06. Summary.wmv 1.48 MB
03. Network Tuning - Part 2/17. Demo StopTrainingStrategy.wmv 1.48 MB
02. Network Tuning - Part 1/07. About Pruning.wmv 1.46 MB
07. Feedback Networks/13. Summary .wmv 1.4 MB
05. Feed Forward Network - Part 1/06. Linear Neural Networks.wmv 1.27 MB
07. Feedback Networks/06. Elman Network Training.wmv 1.26 MB
05. Feed Forward Network - Part 1/04. Input Output Mapping.wmv 1.2 MB
02. Network Tuning - Part 1/02. Outline.wmv 1.17 MB
06. Feed Forward Network - Part 2/02. Outline.wmv 1.16 MB
08. Course Summary/03. Next Course Glimpse.wmv 1.16 MB
07. Feedback Networks/12. Applications of Recurrent Networks.wmv 1.13 MB
07. Feedback Networks/01. Introduction.wmv 1.06 MB
01. Course Introduction/05. Summary.wmv 1021.07 KB
05. Feed Forward Network - Part 1/01. Introduction.wmv 951.01 KB
05. Feed Forward Network - Part 1/02. Outline.wmv 910.17 KB
06. Feed Forward Network - Part 2/01. Introduction.wmv 910.15 KB
06. Feed Forward Network - Part 2/14. Applications of Feed Forward Networks.wmv 809.96 KB
07. Feedback Networks/02. Outline.wmv 805.1 KB
04. Neural Network Architectures Overview/01. Introduction.wmv 723.34 KB
03. Network Tuning - Part 2/02. Outline.wmv 618.29 KB
04. Neural Network Architectures Overview/02. Outline.wmv 542.4 KB
08. Course Summary/01. Introduction.wmv 361.43 KB
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