Please cite the following papers, if you use the code as part of your research
Real-Time Detection of Atrial Fibrillation from Short Time Single Lead ECG Traces Using Recurrent Neural Networks
Instantaneous Heart Rate as a Robust Feature for Sleep Apnea Severity Detection using Deep Learning
Single Sensor Techniques for Sleep Apnea Diagnosis using Deep Learning
Anomaly detection in Phonocardiogram employing Deep learning
Deep models for Phonocardiography (PCG) classification
Atrial Fibrillation: Data set is from https://physionet.org/physiobank/database/afdb/
PCG-physionet: Data set is from https://physionet.org/challenge/2016/
Sleep Apnea: Data set is from https://www.physionet.org/physiobank/database/apnea-ecg/
heartsound - PCG: Data set is from http://www.peterjbentley.com/heartchallenge/
Other supported deep learning papers
Evaluating Shallow and Deep Networks for Secure Shell (SSH)Traffic Analysis
Evaluating Effectiveness of Shallow and Deep Networks to Intrusion Detection System
Deep Android Malware Detection and Classification
Long Short-Term Memory based Operation Log Anomaly Detection
Deep Encrypted Text Categorization
Applying Convolutional Neural Network for Network Intrusion Detection
Secure Shell (SSH) Traffic Analysis with Flow based Features Using Shallow and Deep networks
Applying Deep Learning Approaches for Network Traffic Prediction
Evaluating Shallow and Deep Networks for Ransomware Detection and Classification
Stock Price Prediction Using LSTM, RNN And CNN-Sliding Window Model
Deep Power: Deep Learning Architectures for Power Quality Disturbances Classification
DEFT 2017 - Texts Search @ TALN / RECITAL 2017: Deep Analysis of Opinion and Figurative language on Tweets in French
Deep Stance and Gender Detection in Tweets on Catalan Independence@Ibereval 2017
deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets
Software Installation
sudo apt-get install libatlas-base-dev gfortran python-dev
sudo apt-get install python-pip
sudo pip install --upgrade pip
sudo pip install numpy
sudo pip install scipy
sudo pip install matplotlib
Sudo pip install seaborn
sudo pip install scikit-learn
sudo pip install tensorflow
sudo pip install theano
sudo pip install keras
sudo pip install pandas
sudo pip install h5py
sudo pip install jupyter
sudo pip install ipython