InfoQ Homepage Development Content on InfoQ
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Facebook Builds an Efficient Neural Network Model over a Billion Words
Using Neural Networks for sequence prediction is a well-known Computer Science problem with a vast array of applications in speech recognition, machine translation, language modeling and other fields. FB AI Research scientists designed adaptive softmax, an approximation algorithm tailored for GPUs which can be used to efficiently train neural networks over vocabularies of a billion words & beyond.
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Facebook's Comparison of Apache Giraph and Spark GraphX for Graph Data Processing
A Facebook team has recently published a comparison of the performance of their existing Giraph-based graph processing system with the newer GraphX which is part of the popular Spark framework. Their conclusion is that GraphX is neither sufficiently scalable or performant to support their graph processing workloads.
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Python 3.6 Brings Better Dictionaries, Improved Async I/O, and More
Python is approaching its next major milestone, version 3.6. Expected to be released on December 16, Python 3.6 brings many new features, including faster and more compact dictionaries, improved asyncio, a new file system path protocol, and more.
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Latest Java 9 Schedule Appears to Be at Risk from the Outset
After approving the feature extension process, Oracle has confirmed July 2017 as release date for Java 9. Similar to a previous estimation by InfoQ, the new schedule involves a longer wait time for feature extension and impacted testing phases which may impose a risk. Early, informal testing might be in place to compensate.
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Visual Studio Marketplace (mostly) Replaces VS Gallery
Visual Studio has a new website for extensions. Known as Visual Studio Marketplace, this site aggregates extensions for the Visual Studio, Visual Studio Code, and Visual Studio Team Services.
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Authentication Strategies in Microservices Systems
Software security is a complex problem, and is becoming even more complex using Microservices where each service has to deal with security, David Borsos explained at the recent Microservices Conference in London, during his presentation evaluating four end-user authentication options within a microservice based systems.
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Amazon Adds Finer Granularity of Control to Their Voice Recognition API
Amazon’s Alexa Voice Service API, the NLP (natural language processing) API that powers Amazon Echo, has a new update that allows for developers to use Alexa to turn any device into a “smart” device through the use of the API’s voice recognition features.
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AWS re:Invent Recap
At their annual re:Invent conference in Las Vegas, AWS unleashed a flurry of announcements about upcoming cloud services. Amazon outlined over two dozen new capabilities coming to the public cloud, including directly querying data in S3 object storage, building code as part of deployment pipelines, provisioning cheap virtual private servers, and moving data in bulk, ETL-style.
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Amazon Releases 'AWS X-Ray' Distributed Tracing Service in Preview
At the AWS re:Invent 2016 conference, held in Las Vegas, USA, a distributed tracing service named AWS X-Ray was released in preview within all 12 public AWS Regions. In a similar fashion to Google’s Dapper, Twitter’s Zipkin and the OpenTracing API, AWS X-Ray helps developers analyse and debug distributed applications, such as those built using a microservices architectural style.
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Sharing Experiences from a Microservices Journey
In our continued effort to showcase lessons learned by microservices practitioners, we look at an article Piotr Gankiewicz has recently written with his own tips and tricks. These include references to CQRS, asynchronous architectures, service discovery and how choosing the right database for each service is important.
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Git 2.11 Improves SHA-1 Name Handling, Performance and More
Git 2.11 improves SHA-1 name handling, performance and more
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RxJava 2.0 Released with Support for Reactive Streams Specification
The RxJava team announced their 2.0 release after an 18 month development cycle. The project's "What's Different in 2.0" is a good guide for those developers familiar with RxJava 1.x. This release brings an important milestone. RxJava is a sub-project of ReactiveX, which is "a combination of the best ideas from the Observer pattern, the Iterator pattern, and functional programming".
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Developer Panel Discusses Microservices, Containers and Serverless at Microsoft Connect
A developer panel was held at Microsoft Connect() following the multiple annoucements of new features and releases. Microservices and containers are in the center of the discussion, along with Azure, serverless architecture and developer tooling.
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GitHub New Organization Membership APIs Now in Preview
GitHub has introduced new API endpoints to better manage organizations on its platform. A new Outside Collaborators API will enable remote administration of access privileges and user-management.
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Lawyer.com: Early Adopter of HTTP/2, Speaks to InfoQ
Lawyer.com recently announced that they are adopting the HTTP/2 protocol. Gerald Gorman, tech entrepreneur, CEO, and co-founder of Lawyer.com, spoke to InfoQ about their technology implementation, their position on microservices and lightweight containers, their unique search engine, and their use of social media.