DeepTrain
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Why DeepTrain?
Basic Example
Advanced Example
Recommended Usage
Examples
Timeseries Classification
Model Health Monitoring
Reproducibility
Preprocessor & batching logic
Flexible batch_size & Faster SSD Loading
Model Auto-naming
Callbacks
Introspection
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How does ... work?
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DeepTrain
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Examples
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Timeseries Classification
Dataset info
Configure TrainGenerator, DataGenerators, & model
Visualize some samples
Visualize LSTM weights before training
Train
Visualize LSTM weights post-training
Predictions per iteration
Predictions distribution
Inference vs. Train histogram
Windowed timeseries idea
Model Health Monitoring
Case 1: Large weights
Case 2: Exploding/vanishing weights
Reproducibility
Random seed setter
Configure & train
Clear current session
Start new session, load savefile
Preprocessor & batching logic
RandCropPreprocessor
TimeseriesPreprocessor
Flexible batch_size & Faster SSD Loading
User batch_size=64, file batch_size=128
User batch_size=256, file batch_size=128
Faster SSD Loading
Model Auto-naming
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