Olga Chernytska – Medium

Olga Chernytska

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Towards Data Science

Building Better ML Systems. Chapter 1: Every project must start with a plan.

About ML project lifecycle, designs doc, business value, and requirements. About starting small and failing fast.

Apr 20, 2023

Building Better ML Systems.
Chapter 1: Every project must start with a plan.

Apr 20, 2023

Pinned

Published in
Towards Data Science

Building Better ML Systems. Chapter 2: Taming Data Chaos.

About data-centric AI, training data, data labeling and cleaning, synthetic data, and a bit of Data Engineering and ETLs.

May 24, 2023

Building Better ML Systems.
Chapter 2: Taming Data Chaos.

May 24, 2023

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Published in
Geek Culture

Learn To Implement Papers: Beginner’s Guide

Step-by-step instructions on how to understand Deep Learning papers and implement the described approaches.

Dec 17, 2021

Learn To Implement Papers: Beginner’s Guide

Dec 17, 2021

Published in
Towards Data Science

Building Better ML Systems — Chapter 4. Model Deployment and Beyond

About deployment, monitoring, data distribution drifts, model updates, and tests in production.

Sep 28, 2023

Building Better ML Systems — Chapter 4. Model Deployment and Beyond

Sep 28, 2023

Published in
Towards Data Science

Building Better ML Systems — Chapter 3: Modeling. Let the fun begin

About baselines, experiment tracking, proper test sets, and metrics. About making the algorithm work.

Aug 25, 2023

Building Better ML Systems — Chapter 3: Modeling. Let the fun begin

Aug 25, 2023

Published in
Towards Data Science

Training YOLO? Select Anchor Boxes Like This

Review of the algorithm for automatic anchor selection in YOLOv5 and YOLOv7

Aug 18, 2022

Training YOLO? Select Anchor Boxes Like This

Aug 18, 2022

Published in
Towards AI

Explainable Defect Detection Using Convolutional Neural Networks: Case Study

Train object detection model without having any bounding boxes labels. This post shows the power of Explainable AI.

Jan 17, 2022

Explainable Defect Detection Using Convolutional Neural Networks: Case Study

Jan 17, 2022

Published in
Geek Culture

Explainable Defect Detection Using Convolutional Neural Networks: Case Study

Train object detection model without having any bounding boxes labels. This post shows the power of Explainable AI.

Jan 14, 2022

Explainable Defect Detection Using Convolutional Neural Networks: Case Study

Jan 14, 2022

Published in
Towards AI

Deep Learning

Learn To Implement Papers: Beginner’s Guide

Dec 23, 2021

Deep Learning

Dec 23, 2021

Published in
Towards Data Science

Explainable Defect Detection Using Convolutional Neural Networks: Case Study

Train object detection model without having any bounding boxes labels. This post shows the power of Explainable AI.

Dec 12, 2021

Explainable Defect Detection Using Convolutional Neural Networks: Case Study

Dec 12, 2021

Olga Chernytska

Olga Chernytska

I help startups build better ML Systems | ML Engineer | LinkedIn: https://www.linkedin.com/in/olga-chernytska-122700102/

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