InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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Q&A with Andrew Brust of Datameer Regarding Big Data's Role in AI
Rags Srinivas talks to Datameer's Andrew Brust about the larger role of Big Data in AI and how it's operationalized with SmartAI.
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Overview of Changes in Tensorflow Version 1.3
Although it has only been a month since the release of version 1.2.1, there have been many changes to the software in version 1.3. Developers can find an extensive release report on the Github page of Tensorflow. This article will list the most important changes developers have to know about before and after upgrading to Tensorflow v1.3.
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Researchers Improve State of the Art in Image Recognition Using Data Set with 300 Million Images
Researchers improved the state of the art results on several benchmarks with models trained on a generated data set with 300 million images instead of the 1 million normally used. To test what happens with more train data, Google created an internal dataset of 300 million images. They labelled the data automatically in a noisy way. The conclusion is that more training data indeed helps.
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SQL Server 2017 RC1 Arrives with Expanded Linux Functionality
After seven preview releases, Microsoft has announced the release of the first Release Candidate for SQL Server 2017. Those running SQL Server on Linux will find several new capabilities. Foremost among these is TLS support and Active Directory Authentication.
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Google Released Facets: A Visualisation Tool for Big Data
Google open-sourced Facets: a data visualisation tool to explore data for machine learning scientists. Facets aim is to make big data set understandable and interpretable. Facets wants to be the visualisation tool researchers use to find nuances and insights in large data sets.
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Google Presents MultiModel: A Neural Network Capable of Learning Multiple Tasks in Multiple Domains
Google created a network that takes inputs from multiple modalities and can generate output in multiple modalities. They built a model that performs 8 tasks in multiple domains: speech recognition, image classification and captioning, sentence parsing, and back and forth translation of English-German and English-French. The network learns any task with one of these inputs and output modalities.
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Netflix Announces Genie 3
Netflix announced major revisions and functionality in their Big Data distributed workflow management tool, Genie 3. In its newest version, Genie 3 supports scalable, config-driven data processing executables and task pipelines.
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Scalable Chatbot Architecture with eBay ShopBot Shopping Assistant
Robert Enyedi, software engineer at eBay spoke at QCon New York 2017 Conference about ShopBot personal shopping assistant application. ShopBot, launched in late 2016 based on Facebook Messenger bot, leverages AI components and the eBay user data to provide shopping options in a conversational style.
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Electronic Frontier Foundation Measuring Progress of Artificial Intelligence
The Electronic Frontier Foundation (EFF) started a document containing progress artificial intelligence (AI) research on multiple tasks. The goal of the document is to be the place for people to find progress on difficult tasks. Currently, many tasks don't have the metrics, datasets, and benchmarks to keep track of them. The EFF made a notebook to which researchers and developers can contribute.
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QCon New York: Evaluating Machine Learning Models - A Case Study in Real Estate
Opendoor, a real estate company that helps customers with buying and selling homes, uses machine learning techniques to drive pricing models. Nelson Ray, data scientist at Opendoor, spoke at QCon New York 2017 Conference about how they developed a simulation-based framework for reasoning about machine learning models to assess the risk in reselling homes.
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QCon New York - IoT and Edge Compute at Chick-fil-A
Internet of Things (IoT) and Edge Computing technologies drive the architecture at Chick-fil-A. Brian Chambers, enterprise architect at the restaurant chain company, spoke at QCon New York 2017 Conference about how they use edge and cloud services. He also discussed the design principles they follow in their applications: security, open API, and scalability.
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Google Cloud Video Intelligence Released in Public Beta
Google announced that the beta phase of its Cloud Video Intelligence API will now be open to everyone. The Video Intelligence API does can do two things: determine the shots (scene changes) in a video, and assign labels to the video and individual shots. Together with putting the API in public beta phase, Google also added support for detecting adult content.
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IBM and Lightbend Announce Initiative to Build New Platform for Cognitive Development
IBM has announced a strategic investment in reactive pioneer and Scala language custodian, Lightbend. The two companies will collaborate to build a new platform for cognitive development. Mark Brewer, CEO at Lightbend spoke exclusively to InfoQ about this collaboration.
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Managing Data in Microservices
Randy Shoup from Stitch Fix team spoke at QCon New York 2017 Conference about managing the data and isolated persistence in Microservices based applications. He also talked about events as a first class construct for microservices.
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Q&A with the Developers of Obie: A Chatbot for Company Knowledge
Recently Tasytt launched Obie: a Slack chatbot for company knowledge. Teams can ask "what", "how", or "where" questions. Obie either finds the answer in one of your documents, or will ask you to provide him with the answer so he can give it next time someone asks the same question. InfoQ reached out to founder and CEO Chris Buttenham to ask him about Obie.