Heather Couture – Medium

Heather Couture

Heather Couture
in
Towards Data Science

How to Design a Roadmap for a Machine Learning Project

The core components of a successful machine learning project.

Sep 4, 2023

How to Design a Roadmap for a Machine Learning Project

Sep 4, 2023

Heather Couture
in
Towards Data Science

5 Ways to Make Histopathology Image Models More Robust to Domain Shifts

Exploring a variety of approaches: stain normalization, color augmentation, adversarial domain adaptation, model adaptation, and finetinung

Aug 2, 2021

5 Ways to Make Histopathology Image Models More Robust to Domain Shifts

Aug 2, 2021

Heather Couture
in
Towards Data Science

Survival Models for Histopathology

A review of machine learning techniques for predicting patient outcomes from whole slide images.

Apr 12, 2021

Survival Models for Histopathology

Apr 12, 2021

Heather Couture
in
Towards Data Science

From Patches to Slides: How to Train Deep Learning Models on Gigapixel Images With Weak Supervision

A review of techniques for modeling whole slide histology images and recommendations for different situations.

Mar 31, 2021

From Patches to Slides: How to Train Deep Learning Models on Gigapixel Images With Weak Supervision

Mar 31, 2021

Heather Couture
in
Towards Data Science

5 Things I’ve Learned from High Impact Machine Learning Projects

The majority of machine learning projects fail. How can you insure the success of your high impact project?

Oct 12, 2020

5 Things I’ve Learned from High Impact Machine Learning Projects

Oct 12, 2020

Heather Couture

Heather Couture

Guiding startups to fight cancer and climate change with AI | Consultant, Writer, Host of Impact AI Podcast, Owner of Pixel Scientia Labs

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