Useful resources for learning and implementing machine learning algorithms in medical imaging.
Deep Learning Tool Kit https://dltk.github.io/
Introduction to Medical Image Processing Using MATLAB https://www.mathworks.com/videos/series/introduction-to-medical-image-processing-using-matlab-96600.html
Machine Learning https://www.coursera.org/learn/machine-learning
Python-Numpy Tutorial http://cs231n.github.io/python-numpy-tutorial/
Stanford CS231n: Convolutional Neural Networks for Visual Recognition http://cs231n.stanford.edu/
TensorFlow Tutorial https://www.tensorflow.org/tutorials
Niftynet: An open source convolutional neural networks platform for medical image analysis and image-guided therapy https://niftynet.io/ https://github.com/NifTK/NiftyNet
Deep Learning for Ultrasound Imaging and Analysis http://deepultrasound.ai
BME I5000: Medical Imaging and Image Processing https://www.parralab.org/teaching/med-imaging/
City University of New York | Parra Lab https://www.parralab.org/resources.html
A Deep Learning Approach to Ultrasound Image Recovery https://github.com/dperdios/us-rawdata-sda
Module to export ultrasound annotations for machine learning https://github.com/SlicerIGT/aigt
Universal-Deep-Beamformer-for-Robust-Ultrasound-Imaging https://github.com/Shujaat123/Universal-Deep-Beamformer-for-Robust-Ultrasound-Imaging
Deep Ultrasound Classification https://github.com/penn-ultrasound-research-laboratory/Deep-Ultrasound-Classification
List of Open Ultrasound projects/ A great contributor https://github.com/kelu124/openultrasoundprojects
Deep Learning Tutorial for Nerve Segmentation using Keras https://github.com/jocicmarko/ultrasound-nerve-segmentation
Ultrasound Nerve Segmentation in TensorFlow https://github.com/loliverhennigh/ultrasound-nerve-segmentation-in-tensorflow
Blood Flow Analysis FloWave.US https://github.com/ccoolbaugh/FloWave.US
Butterfly Network OpenSource https://github.com/ButterflyNetwork/MITGrandHack2018
Annotated Computer Vision Bibliography: Medical Applications, CAT, MRI, Ultrasound, Heart Models, Brain Models: Ultrasound, Ultrasonic
http://www.visionbib.com/bibliography/medical893.html#Medical%20Applications%20--%20Ultrasound,%20Ultrasonic
Hello World Deep Learning in Medical Imaging https://doi.org/10.1007/s10278-018-0079-6