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You're reading from  Active Machine Learning with Python

Product typeBook
Published inMar 2024
PublisherPackt
ISBN-139781835464946
Edition1st Edition
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Author (1)
Margaux Masson-Forsythe
Margaux Masson-Forsythe
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Margaux Masson-Forsythe

Margaux Masson-Forsythe is a skilled machine learning engineer and advocate for advancements in surgical data science and climate AI. As the Director of Machine Learning at Surgical Data Science Collective, she builds computer vision models to detect surgical tools in videos and track procedural motions. Masson-Forsythe manages a multidisciplinary team and oversees model implementation, data pipelines, infrastructure, and product delivery. With a background in computer science and expertise in machine learning, computer vision, and geospatial analytics, she has worked on projects related to reforestation, deforestation monitoring, and crop yield prediction.
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Technical requirements

For this chapter, you will need the following:

  • A MongoDB account: (https://www.mongodb.com/)
  • A ClearML account: (https://app.clear.ml/)
  • GPU: You may check out the specific hardware requirements from the web page of the tool you will be using
  • An EC2 instance, factoring in cost considerations

In this chapter, you will need to install these packages:

pip install clearml
pip install pymongo

You will need the following imports:

import os
from clearml import Task, TaskTypes
import pymongo
import datetime
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Active Machine Learning with Python
Published in: Mar 2024Publisher: PacktISBN-13: 9781835464946

Author (1)

author image
Margaux Masson-Forsythe

Margaux Masson-Forsythe is a skilled machine learning engineer and advocate for advancements in surgical data science and climate AI. As the Director of Machine Learning at Surgical Data Science Collective, she builds computer vision models to detect surgical tools in videos and track procedural motions. Masson-Forsythe manages a multidisciplinary team and oversees model implementation, data pipelines, infrastructure, and product delivery. With a background in computer science and expertise in machine learning, computer vision, and geospatial analytics, she has worked on projects related to reforestation, deforestation monitoring, and crop yield prediction.
Read more about Margaux Masson-Forsythe