Download Advanced Machine Learning With ENCOG [2013, ENG] Torrent

Advanced Machine Learning With ENCOG [2013, ENG]

01. Course Introduction

02. Network Tuning - Part 1

01. Introduction.wmv	WMV	1.95 MB
02. Outline.wmv	WMV	1.17 MB
03. Network Tuning.wmv	WMV	3.49 MB
04. Underfitting And Overfitting.wmv	WMV	7.93 MB
05. Selection of Layers and Neurons.wmv	WMV	7.2 MB
06. Why Network Pruning .wmv	WMV	4.03 MB
07. About Pruning.wmv	WMV	1.46 MB
08. ENCOG Support for Pruning.wmv	WMV	4.99 MB
09. Training, Cross Validation and Test Dataset.wmv	WMV	3.4 MB
10. Demo Introduction.wmv	WMV	4.78 MB
11. Demo XAML Code.wmv	WMV	25.89 MB
12. Demo Core Steps-Shuffle, Segregate, Normalize and Prune.wmv	WMV	22.24 MB
13. Demo Core Steps-Train.wmv	WMV	18.09 MB
14. Demo Observations.wmv	WMV	17.37 MB
15. Summary.wmv	WMV	2.06 MB

03. Network Tuning - Part 2

01. Introduction.wmv	WMV	1.73 MB
02. Outline.wmv	WMV	618.29 KB
03. Training Process Tuning.wmv	WMV	2.9 MB
04. ENCOG Training Strategies.wmv	WMV	3.24 MB
05. Greedy Strategy.wmv	WMV	1.49 MB
06. Demo Greedy Strategy.wmv	WMV	5.68 MB
07. Hybrid Strategy.wmv	WMV	2.83 MB
08. Demo Hybrid Strategy.wmv	WMV	13.64 MB
09. Reset Strategy.wmv	WMV	2.12 MB
10. Demo Reset Strategy.wmv	WMV	3.58 MB
11. Required Improvement Strategy.wmv	WMV	3.92 MB
12. Demo Required Improvement Strategy.wmv	WMV	3.08 MB
13. Smart Learning Rate and Smart Momentum Strategy.wmv	WMV	1.87 MB
14. Demo Smart Learning Rate and Smart Momentum Strategy.wmv	WMV	3.83 MB
15. StopTrainingStrategy.wmv	WMV	2.52 MB
16. Demo Basic Stop Strategies.wmv	WMV	5.45 MB
17. Demo StopTrainingStrategy.wmv	WMV	1.48 MB
18. EarlyStoppingStrategy.wmv	WMV	2.75 MB
19. Demo EarlyStoppingStrategy.wmv	WMV	2.77 MB
20. Summary.wmv	WMV	3.15 MB

04. Neural Network Architectures Overview

05. Feed Forward Network - Part 1

01. Introduction.wmv	WMV	951.01 KB
02. Outline.wmv	WMV	910.17 KB
03. Feed Forward Networks.wmv	WMV	3.44 MB
04. Input Output Mapping.wmv	WMV	1.2 MB
05. Linear Versus Non-Linear.wmv	WMV	12.16 MB
06. Linear Neural Networks.wmv	WMV	1.27 MB
07. Adaline Network.wmv	WMV	1.49 MB
08. Adaline Network in ENCOG.wmv	WMV	2.23 MB
09. Demo Adaline Network.wmv	WMV	16.18 MB
10. Perceptron Network.wmv	WMV	1.88 MB
11. Perceptron Network in ENCOG.wmv	WMV	2.3 MB
12. Demo Perceptron Network.wmv	WMV	2.87 MB
13. Summary.wmv	WMV	1.49 MB

06. Feed Forward Network - Part 2

01. Introduction.wmv	WMV	910.15 KB
02. Outline.wmv	WMV	1.16 MB
03. Non-Linear Neural Networks.wmv	WMV	2.82 MB
04. Multi Layer Perceptron.wmv	WMV	2.99 MB
05. Multi Layer Perceptron in ENCOG.wmv	WMV	5.51 MB
06. Demo MLP Network.wmv	WMV	5.4 MB
07. RBF (Radial Basis Function) Network.wmv	WMV	6.24 MB
08. Radial Basis Function Calculation.wmv	WMV	5.69 MB
09. RBF Network Implementation.wmv	WMV	6.89 MB
10. XOR Problem using RBF.wmv	WMV	6.56 MB
11. Basic RBF Network Implementation.wmv	WMV	2.53 MB
12. RBF Network in ENCOG.wmv	WMV	6.9 MB
13. Demo RBF Network.wmv	WMV	5.16 MB
14. Applications of Feed Forward Networks.wmv	WMV	809.96 KB
15. Summary.wmv	WMV	1.98 MB

07. Feedback Networks

01. Introduction.wmv	WMV	1.06 MB
02. Outline.wmv	WMV	805.1 KB
03. Feedback Networks.wmv	WMV	5.83 MB
04. Elman Network.wmv	WMV	4.91 MB
05. Temporal XOR Problem.wmv	WMV	2.49 MB
06. Elman Network Training.wmv	WMV	1.26 MB
07. Elman Network in ENCOG.wmv	WMV	2.09 MB
08. Demo Elman Network.wmv	WMV	12.19 MB
09. Jordan Network.wmv	WMV	3.25 MB
10. Jordan Network in ENCOG.wmv	WMV	1.84 MB
11. Demo Jordan Network.wmv	WMV	2.2 MB
12. Applications of Recurrent Networks.wmv	WMV	1.13 MB
13. Summary .wmv	WMV	1.4 MB

08. Course Summary

advanced-machine-learning-encog.zip

ZIP

13.88 MB

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Advanced Machine Learning With ENCOG [2013, ENG]

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