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.

10 min readSep 4, 2023

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How to Design a Roadmap for a Machine Learning Project

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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

11 min readAug 2, 2021

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

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Heather Couture
in
Towards Data Science

Survival Models for Histopathology

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

16 min readApr 12, 2021

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Survival Models for Histopathology

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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.

12 min readMar 31, 2021

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

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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?

6 min readOct 12, 2020

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

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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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