InfoQ Homepage Social Networking Content on InfoQ
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Sign In with Apple Touts Single Sign-On without Sharing Your Data
At the recent WWDC 2019, Apple announced its own Single Sign-On (SS) service, dubbed Sign in with Apple. Deemed "Apple's most significant new innovation" by Time, Sign in with Apple promises not to share any personal user data, including email addresses.
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Teaching Machines to Understand Emotions with Sentiment Analysis
Sentiment analysis teaches computers to recognise the human emotions present in text. The fundamental trade-off in sentiment analysis is between simplicity and accuracy. Approaches vary from using a list of words associated with emotions, to deep learning with techniques like word embeddings, neural networks and attention mechanisms.
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PyTorch 1.1 Release Improves Performance, Adds New APIs and Tools
Facebook AI Research announced the release of PyTorch 1.1. The latest version of the open-source deep learning framework includes improved performance via distributed training, new APIs, and new visualization tools including native support for TensorBoard.
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Partly Cloudy, Twitter Embarks on Their Cloud Journey
In a recent blog post, Twitter announced the start of their journey, a project known internally as "Partly Cloudy", to the public cloud. The post outlines some of the constraints that have prevented them from doing so in the past and describes why now is a good time to embark on this transformation.
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Facebook Open-Sources PyTorch-BigGraph Embedding Framework
Facebook AI Research is open-sourcing PyTorch-BigGraph, a distributed system that can learn embeddings for graphs with billions of nodes.
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Facebook Open-Sources PyText NLP Modeling Framework
Facebook AI Research is open-sourcing PyText, a natural-language-processing (NLP) modeling framework that is used in the Portal video-calling device and M Suggestions in Facebook Messenger.
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Facebook Open-Sources DeepFocus, Bringing More Realistic Images to Virtual Reality
In a recent blog post, Facebook announced they have open-sourced DeepFocus, an AI powered framework for improving focus on close objects. This technology ensures nearby objects are in-focus, while distant objects appear out of focus, much like cinematic experiences. DeepFocus takes advantage of an end-to-end convolutional neural network that produces an accurate retinal blur in near real-time.
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Facebook Spectrum Improves Reliability of Image Upload on iOS and Android
Facebook Spectrum is a new open-source image processing library for iOS and Android that aims to make the upload process for images more efficient and reliable, striving for the best balance between image quality and file size.
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Splitting Stateful Services across Continents at Instagram
At the recent Large Installation System Administration (LISA) 2018 Conference, Sherry Xiao, production engineer at Instagram, explained how their team split Instagram’s services across datacenters in the US and Europe. They achieved data locality in their stateful services - Cassandra and TAO - by using new and modified tools from Facebook’s engineering team.
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RSocket, a New Application Network Protocol for Reactive Applications, Announced at SpringOne
Announced at the SpringOne Platform conference in Washington DC, RSocket is a new layer 7, language-agnostic application network protocol. It is a bi-directional, multiplexed, message-based, binary protocol based on Reactive Streams back pressure.
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Facebook Open Sources LogDevice - a Distributed Data Store for Log Storage
Facebook open sourced their internal distributed log storage project called LogDevice. It offers high write availability using replication, durable log storage and recovery from failure.
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Scaling Network Automation at Facebook Using Zero-Touch Provisioning
Facebook’s global network consists of both wide-area backbone networks and edge Points-of-Presence, which support end-user facing requests and internal traffic. To meet increased provisioning and maintenance demands, the network engineering team built Vending Machine - a workflow framework that utilizes Zero Touch Provisioning to perform any kind of configuration on network devices.
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The Power of Serendipity and Networking
Meeting new people gets you out of your own head. It’s a good way to get outside perspective on your projects and look at them in new ways. A conversation with someone who works in a completely different field could spark the idea that changes your company. Focus on meeting people who share your values and interests, and make networking part of your daily habits.
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Facebook Sonar Is a Visual and Interactive Debugging Tool for Mobile Apps
Facebook Sonar is an open-source toolset that aims to help developers inspect and understand the structure and behaviour of iOS and Android apps in a visually rich, interactive, and extensible way.
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The Lowdown on Face Recognition Technology
Facial recognition is a direct application of machine learning that is being deployed far and wide to consumers, in the industry and to law enforcement agencies with potential benefits in our daily lives as well as serious concerns for privacy. facial recognition models show above human performances but real world implementation remains problematic for some applications.