CytoClassifier Machine Learning

How to hack machine learning in JS

Hey guys, this section will point you to resources for tensorflow.js - which will be our main ml toolkit!

TensorFlow in JS

• Introduction to TensorFlow.js
• Further introduction to tfjs API
• More Tutorials

Designing an API for ML kits

We aim to implement all algorithms with tfjs layers, while exposing a keras-like API:

• .fit() for training
• .predict() for inference

More infos here

Goals for the Hack

JS implementations

• Implement Gradient Boosting Trees
• Implement Hyperparameter/Model Search
• Implement Confusion Matrices / Cross Validation

Pretrained Model (from python in js)

• Implement and train nn on BBBC021 and port it to tensorflow.js [Link to cropped cells][ Link to Metadata]
• Implement and train FCNN or Mask R-CNN on Malaria Dataset [Link to Malaria Dataset]

@daviddao

Cool examples

Yolo9000 in the browser Link