AWS Machine Learning Blog

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Atlassian continuously profiles services in production with Amazon CodeGuru Profiler

This is a guest post by the Jira Cloud Performance Team at Atlassian. In their own words, Atlassian’s mission is to unleash the potential in every team. Our products help teams organize, discuss, and complete their work. And what teams do can change the world. We have helped NASA teams design the Mars Rover, Cochlear teams develop […]

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YoucanBook.me optimizes your apps thanks to Amazon CodeGuru

This is a guest post co-written by Sergio Delgado from YoucanBook.me. In their own words, “YouCanBook.me is a small, independent and fully remote team, who love solving scheduling problems all over the world.” At YoucanBook.me, we like to say that we’re “a small company that does great things.” Many aspects of our day-to-day culture are […]

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Infoblox Inc. built a patent-pending homograph attack detection model for DNS with Amazon SageMaker

This post is co-written by Femi Olumofin, an analytics architect at Infoblox. In the same way that you can conveniently recognize someone by name instead of government-issued ID or telephone number, the Domain Name System (DNS) provides a convenient means for naming and reaching internet services or resources behind IP addresses. The pervasiveness of DNS, […]

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Query drug adverse effects and recalls based on natural language using Amazon Comprehend Medical

In this post, we demonstrate how to use Amazon Comprehend Medical to extract medication names and medical conditions to monitor drug safety and adverse events. Amazon Comprehend Medical is a natural language processing (NLP) service that uses machine learning (ML) to easily extract relevant medical information from unstructured text. We query the OpenFDA API (an open-source API published by […]

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Building a scalable outbound call engine using Amazon Connect and Amazon Lex

­ This is a guest post by AWS Machine Learning Hero Cyrus Wong. Staying connected with family, friends, and colleagues is easy for most people who live with or close to others. For educators who need to communicate lessons and schedules with their students, or businesses who communicate with new and existing customers, staying connected […]

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Fine-tuning a PyTorch BERT model and deploying it with Amazon Elastic Inference on Amazon SageMaker

Text classification is a technique for putting text into different categories, and has a wide range of applications: email providers use text classification to detect spam emails, marketing agencies use it for sentiment analysis of customer reviews, and discussion forum moderators use it to detect inappropriate comments. In the past, data scientists used methods such […]

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Facebook uses Amazon EC2 to evaluate the Deepfake Detection Challenge

In October 2019, AWS announced that it was working with Facebook, Microsoft, and the Partnership on AI on the first Deepfake Detection Challenge. Deepfake algorithms are the same as the underlying technology that has given us realistic animation effects in movies and video games. Unfortunately, those same algorithms have been used by bad actors to […]

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AWS DeepRacer Evo and Sensor Kit now available for purchase

AWS DeepRacer is a fully autonomous 1/18th scale race car powered by reinforcement learning (RL) that gives machine learning (ML) developers of all skill levels the opportunity to learn and build their ML skills in a fun and competitive way. AWS DeepRacer Evo includes new features and capabilities to help you learn more about ML […]

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Detecting and analyzing incorrect model predictions with Amazon SageMaker Model Monitor and Debugger

Convolutional neural networks (CNNs) achieve state-of-the-art results in tasks such as image classification and object detection. They are used in many diverse applications, such as in autonomous driving to detect traffic signs and objects on the street, in healthcare to more accurately classify anomalies in image-based data, and in retail for inventory management. However, CNNs […]

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