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NEURAL Network Design Training

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Network Design & Training
Network Design & Training Issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Design
Network Design ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Design ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Design ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Design ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Training
Network Training ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Training ,[object Object],[object Object],Available Examples Training Set Production Set 70% 30% Used to develop one ANN model Compute Test error Divide randomly Generalization error = test error Test Set
Network Training ,[object Object],[object Object],Available Examples Training Set Pro. Set 10% 90% Repeat 10 times Used to develop 10 different ANN models Accumulate test errors Generalization error determined by mean test error and stddev Test Set
Network Training ,[object Object],[object Object],[object Object],[object Object],*We assume a classification problem, if this is function approximation then use paired t test for difference of means
Network Training ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Network Training ,[object Object],[object Object],[object Object],[object Object],[object Object]
Network Training ,[object Object],E # iter E # iter E # iter Would like: But sometimes: Steady, rapid decline in total error Seldom a local minimum - reduce learning or momentum parameter Reduce learning parms. - may indicate data is not learnable
Data Preparation
Data Preparation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Preparation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Preparation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Preparation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Preparation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Preparation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Data Preparation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
TUTORIAL #5 ,[object Object]
Post-Training Analysis
Post-Training Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Post-Training Analysis ,[object Object],[object Object],Response Size Temp
Post-Training Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object]
Post-Training Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The ANN Application Development Process ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example Applications ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Pros and Cons of Back-Prop
Pros and Cons of Back-Prop ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Pros and Cons of Back-Prop ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Other Networks and Advanced Issues
Other Networks and Advanced Issues ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
THE END Thanks for your participation!
 

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