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2018-web/data/talks/A-9009.yaml
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| # Talk details are specified in YAML files | |
| # YAML was selected because we can use multi-line strings and add | |
| # comments in the file. | |
| speaker_name: "Heather Spetalnick" | |
| talk_title: "Dog Classification using PyTorch" | |
| # At least 1 tag is necessary!! | |
| talk_tags: | |
| - "python" | |
| - "machine learning" | |
| - "pytorch" | |
| - "Microsoft Azure" | |
| - "tutorial" | |
| - "90 minutes" | |
| talk_abstract: "Have you ever seen a dog and wanted to know what breed it was? In this tutorial, you will learn how to train an image classification model using | |
| transfer learning." | |
| talk_details: | | |
| The Azure Machine Learning SDK's PyTorch estimator enables you to easily submit PyTorch training jobs for | |
| both single-node and distributed runs on Azure compute. The model is trained to classify dog breeds first using a pretrained | |
| ResNet model that has been trained on the [Stanford Dog dataset](https://na01.safelinks.protection.outlook.com/?url=http%3A%2F%2Fvision.stanford.edu%2Faditya86%2FImageNetDogs%2F&data=02%7C01%7Ca-pavuon%40microsoft.com%7Cc968724834db4a5e761408d63a9b9dd8%7C72f988bf86f141af91ab2d7cd011db47%7C1%7C0%7C636760837538486038&sdata=eRna7uU4aoThNdRTmQafw90pXvYop%2FPNNvQO%2BAR6ae4%3D&reserved=0). | |
| To sign up for this tutorial, [follow this link](https://github.com/pyconca/2018-wiki/wiki/Tutorials/) | |
| # Markdown is supported | |
| about_author: | | |
| Heather Spetalnick (formerly Shapiro) is a Program Manager from Boston on the Azure Machine Learning team. | |
| She works to ensure successful user experiences across the Azure Machine Learning platform for professional data scientists. | |
| Prior to becoming a Program Manager, Heather was a Technical Evangelist in New York, where she worked closely with partners, | |
| developer communities, and students to help them learn, adopt, and use preferred data science and machine learning practices | |
| and tools from Microsoft. Heather completed her undergraduate degree at Duke University and graduated in the Class of 2015. | |
| She received Bachelors of Science in Computer Science and Statistical Science, and completed an Honors Thesis about | |
| employing Bayesian Approaches to Understanding Music Popularity. | |
| Heather blogs at [http://microheather.com](http://microheather.com) and tweets at [http://twitter.com/microheather](http://twitter.com/microheather). | |
| # web link will only show if about_author section is present | |
| author_website: 'http://microheather.com' |