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AWS re:Invent 2022 Announcements for AWS Machine Learning Engineers and Data Scientists

2023-04-27T03:58:46+00:00

Every year, professionals all around the world attend the most transformative tech event —  AWS re:Invent. Here, a LOT of new AWS services and capabilities are announced and discussed. In this post, we will focus on the major announcements relevant to data scientists and ML engineers! A Gentle Introduction to Amazon SageMaker The major announcements discussed in this post focus on SageMaker, so we will spend a paragraph or two quickly talking about the service.  Amazon SageMaker is the machine learning platform of AWS that helps solve a variety of requirements of data scientists, developers, and machine learning practitioners in [...]

AWS re:Invent 2022 Announcements for AWS Machine Learning Engineers and Data Scientists2023-04-27T03:58:46+00:00

Amazon Textract

2024-11-14T06:09:16+00:00

Amazon Textract Cheat Sheet A fully managed document analysis service for detecting and extracting information from scanned documents. Returns extracted data as key-value pairs (e.g., Name: John Doe) Supports virtually any type of documents Can detect text written in Standard English alphabet and ASCII symbols. Common Use Cases: Building search indexes Importing documents into a business application Building automated document processing solutions Text extraction for Natural Language Processing (NLP) Applications Maintaining document compliance Concepts Amazon Textract returns a confidence score for each identified element, which indicates the probability that a given prediction is correct. A low-confidence score can be rerouted [...]

Amazon Textract2024-11-14T06:09:16+00:00

Amazon Augmented AI (A2I)

2024-11-14T05:26:07+00:00

Amazon Augmented AI Cheat Sheet Amazon A2I is a service that helps you easily integrate human reviews in a machine learning workflow. Simplifies managing a large number of human reviewers at scale. Has direct integration with Amazon Textract and Amazon Rekognition Common Use Cases: Content Moderation where human oversight is required to judge uncertain results from a machine learning model. Manual reviews of low confidence predictions due to documents that are scanned poorly or contain bad handwriting.  Concepts Task Type Type of task to be reviewed. Available task types Key-value pairs extracted by Amazon Textract Unsafe content flagged by Amazon [...]

Amazon Augmented AI (A2I)2024-11-14T05:26:07+00:00

Amazon Personalize

2024-11-14T05:55:21+00:00

Amazon Personalize Cheat Sheet A fully managed machine learning service for building recommendation systems. Amazon Personalize allows you to train, build, and deploy recommendation models without an extensive machine learning experience. Offers batch and real-time recommendations. Common Use Cases: Personalized product and content recommendations. Product rankings. Improves marketing communication through individualized push notifications and emails. Concepts Amazon Personalize can provide recommendations based on real-time data, historical data, or a mix of both. Event trackers Records user interactions in real-time. Recipe Refers to the algorithm to be used in training a solution for a given use case. Available Recipes USER_PERSONALIZATION - [...]

Amazon Personalize2024-11-14T05:55:21+00:00

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