InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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Google Releases TensorFlow.Text Library for Natural Language Processing
Google released a TensorFlow.Text, a new text-processing library for their TensorFlow deep-learning platform. The library allows several common text pre-processing activities, such as tokenization, to be handled by the TensorFlow graph computation system, improving consistency and portability of deep-learning models for natural-language processing.
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Google Releases Deep Learning Containers into Beta
In a recent blog post, Google announced Deep Learning Containers, allowing customers to get Machine Learning projects up and running quicker. Deep Learning consists of numerous performance-optimized Docker containers that come with a variety of tools necessary for deep learning tasks already installed.
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Facebook Open-Sources Deep-Learning Recommendation Model DLRM
Facebook AI Research announced the open-source release of a deep-learning recommendation model, DLRM, that achieves state-of-the-art accuracy in generating personalized recommendations. The code is available on GitHub, and includes versions for the PyTorch and Caffe2 frameworks.
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Moving Embodied AI forward, Facebook Open-Sources AI Habitat
In a recent blog post, Facebook has announced they have open-sourced AI Habitat, an Artificial Intelligence (AI) simulation platform that is designed to train embodied agents, such as virtual robots. Using this technology, robots can learn how to grab an object from an adjacent room or assist a visually-impaired person in navigating an unfamiliar transit system.
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Celia Kung on LinkedIn's Brooklin Data Streaming Service
Celia Kung from LinkedIn's team spoke at the QCon New York 2019 Conference last week about Brooklin data streaming service that supports pluggable sources and destinations. These can be data stores or messaging systems making the solution flexible and extensible. Brooklin is part of the streams infrastructure platform developed at LinkedIn.
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MIT Debuts Gen, a Julia-Based Language for Artificial Intelligence
In a recent paper, MIT researchers introduced Gen, a general-purpose probabilistic language based on Julia aimed to allow users to express models and create inference algorithms using high-level programming constructs.
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Paypal's Hera Supports MySQL and Oracle DB Connection Multiplexing, Read-Write Split and Sharding
Paypal's Hera framework supports database connection multiplexing, read-write split, sharding, and automatic SQL eviction capabilities. Petrica Voicu and Kenneth Kang from PayPal's development team spoke at QCon New York's 2019 Conference on Tuesday about the data access gateway. Hera, recently open sourced, is used to scale several PayPal applications.
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Front End Architecture in a World of AI
At QCon New York 2019, front end software engineer Thijs Bernolet of Oqton explained some of the challenges in creating front end architectures influenced by machine learning.
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Payara Tour of Japan 2019
Payara recently completed a one-week tour of Japan in which they visited prominent Java Users Groups. Featured speakers were Kenji Hasunuma, service engineer at Payara, Ondrej Mihályi, senior service engineer at Payara, and Yusuke Yamamoto, Java Champion, creator of Twitter4J, and president of Samuraism, a Japanese company providing development tools and training.
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AWS Enhances Deep Learning AMI, AI Services SageMaker Ground Truth, and Rekognition
Amazon Web Services (AWS) announced updates to their Deep Learning virtual machine image, as well as improvements to their AI services SageMaker Ground Truth and Rekognition.
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Amazon Personalize Is Now Generally Available, Bringing ML to Customers
After the first announcement of Amazon Personalize during AWS re:Invent last November, the service is now generally available for all AWS customers. With this service, developers can add custom machine learning models to their application, including ones for personalized product recommendations, search results and direct marketing, even if they don’t have much machine learning experience.
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Democratizing AI for Business Applications, Microsoft Release AI Builder Preview
At the recent Business Applications Summit in Atlanta, Microsoft announced a new Artificial Intelligence (AI) service for the Power Platform called AI Builder. The new service brings AI capabilities to low code application and workflow services: Microsoft PowerApps and Microsoft Flow which run on top of the Common Data Service (CDS), an enterprise-grade datastore.
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MIT Researchers Open-Source AutoML Visualization Tool ATMSeer
A research team from MIT, Hong Kong University, and Zhejiang University has open-sourced ATMSeer, a tool for visualizing and controlling automated machine-learning processes.
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Los Angeles CTO Roundtable about AI and Data
The recent "Leaders in Data CTO Roundtable" in Los Angeles included discussions about an artificial intelligence (AI) framework/platform for business, data in the next five years, data software stacks, and acquiring data talent.
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Amazon Enters Enterprise Content Management Space, Announces General Availability of Textract
In a recent press release, Amazon announced the general availability of Amazon Textract, a fully managed, machine learning service that extracts content from text and structured document data. Using Amazon Textract, customers can automate document workflows, index and catalog important information for use in downstream applications.