Quick Start
Introduction
Models & Functions
Neural Network - Model
Architecture Layers - Model
Data - Model
Activation - Functions
Loss - Functions
Layers
Embedding layer (Input)
Fully Connected (Dense)
Recurrent Neural Network (RNN)
Long Short-Term Memory (LSTM)
Gated Recurrent Unit (GRU)
Convolution 2D (CNN)
Pooling (CNN)
Dropout - Regularization
Flatten - Adapter
Examples and more
Data preparation - Examples
Boolean
Dummy dataset
String
Dummy dataset
Protein Modification
Numerical (Series)
Dummy dataset
Music Authorship
Numerical (Image)
Dummy dataset
MNIST Database
Network training - Examples
Expert Documentation
Appendix
EpyNN
»
Data preparation - Examples
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Data preparation - Examples
Boolean
Dummy dataset
What is a Boolean data-type?
Why preparing a dummy dataset with Boolean features?
Prepare a set of Boolean sample features and related label
Imports
Seeding
Generate features
Generate label
Prepare dataset
Live examples
String
Dummy dataset
What is a string data-type?
Why preparing a dummy dataset with string features?
Prepare a set of string sample features and related label
Imports
Seeding
Generate features
Generate label
Prepare dataset
One-hot encoding of string features
Live examples
Protein Modification
Post Translational Modification (PTM) of Proteins
Prepare a set of peptides
Imports
Seeding
Download sequences
Prepare dataset
Live examples
Numerical (Series)
Dummy dataset
What is a time series?
Why preparing a dummy dataset with time features?
Prepare a set of time sample features and related label
Imports
Seeding
Generate features
Generate label
Prepare dataset
Live examples
Music Authorship
Authorship prediction of artistic content
Prepare music clips from .wav files
Imports
Download music from author A and B
Clip music
Prepare dataset
Live examples
Numerical (Image)
Dummy dataset
What is an image?
Why preparing a dummy dataset of images?
Prepare a set of image sample features and related label
Imports
Seeding
Generate features
Generate label
Prepare dataset
Live examples
MNIST Database
Recognition of hand-written digits
Prepare a set of hand-written digits as images
Imports
Seeding
Download MNIST database
Prepare dataset
Live examples