Showing category results for Machine Learning

Jul 9, 2018
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Deploying a Batch AI Cluster for Distributed Deep Learning Model Training

Stephanie Marker
Stephanie Marker

Microsoft and Land O'Lakes partnered to develop an automated solution to identify sustainable farming practices given thousands of satellite images of Iowan farms. Our primary goal was to reduce the reliance on manual interviewing of farmers and make it more profitable for farmers to follow sustainable farming practices. To tackle this issue our te...

Machine LearningContainers
Jul 5, 2018
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Satellite Images Segmentation and Sustainable Farming

Olga Liakhovich
Olga Liakhovich

Can Machine Learning help with detecting sustainable farming practices? In this blog post inspired by our collaboration with Land O'Lakes we share the lessons we learned in the image segmentation space.

Machine Learning
May 17, 2018
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Using Otsu’s method to generate data for training of deep learning image segmentation models

Clemens Wolff
Clemens Wolff

In this article, we introduce a technique to rapidly pre-label training data for image segmentation models such that annotators no longer have to painstakingly hand-annotate every pixel of interest in an image. The approach is implemented in Python and OpenCV and extensible to any image segmentation task that aims to identify a subset of visually d...

Machine Learning
May 7, 2018
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Making sense of Handwritten Sections in Scanned Documents using the Azure ML Package for Computer Vision and Azure Cognitive Services

Tingting Zhao
Tingting Zhao

Extracting general concepts, rather than specific phrases, from documents and contracts is challenging. It's even more complicated when applied to scanned documents containing handwritten annotations. We describe using object detection and OCR with Azure ML Package for Computer Vision and Cognitive Services API.

Machine LearningCognitive Services