Machine Learning for Cell Profiling

I recently read a nice overview of image based cellular profiling for high throughput microscopy. I’ll apply methods mentioned in the article and methods I’ve previously used — like using a pre-trained neural network — to extract features from images or individual cells. My plan is to train a machine learning classifier to determine cell type. Below are linked images to posts that describe my progress.

Illumination Correction
Pixel-based Classification and Masking
Segmentation
Feature Generation and Reduction