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You're reading from  Active Machine Learning with Python

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Published inMar 2024
PublisherPackt
ISBN-139781835464946
Edition1st Edition
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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

In this chapter, you will need to install the Ultralytics, PyYAML, and Roboflow packages.

Ultralytics is a popular open source Python library for building high-performance computer vision and deep learning models. It provides implementations of state-of-the-art object detection and image segmentation models including YOLO that can be trained on custom datasets.

PyYAML is a Python library used for reading and writing YAML files. YAML is a human-readable data serialization format. PyYAML allows loading YAML data from files or strings into Python data types such as dictionaries and lists. It can also dump Python objects back into YAML strings.

Roboflow, as presented in earlier chapters, is a platform that helps with preparing and managing datasets for computer vision models. It provides tools to annotate images, create training/test splits, and export labeled datasets in formats that are usable by deep learning frameworks such as PyTorch. Roboflow also...

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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