InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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Google's MediaPipe Machine Learning Framework Web-Enabled with WebAssembly
Google recently presented MediaPipe graphs for browsers, enabled by WebAssembly and accelerated by the XNNPack ML Inference Library. As previously demonstrated on mobile (Android, iOS), MediaPipe graphs allow developers to build and run machine-learning (ML) pipelines, to achieve complex tasks.
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Google Announces Beta Launch of Cloud AI Platform Pipelines
Google Cloud Platform (GCP) recently announced the beta launch of Cloud AI Platform Pipelines, a new product for automating and managing machine learning (ML) workflows, which leverages the open-source technologies TensorFlow Extended (TFX) and Kubeflow Pipelines (KFP).
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New Relic Introduces Real-Time Java Profiling
Concurrent with the formal release of Java 14, New Relic announced the release of their real-time Java profiling and JVM cluster timeline view utilities to more effectively troubleshoot performance bottlenecks in Java applications. Ben Evans, principal software engineer and JVM technologies architect at New Relic, spoke to InfoQ about these new tools.
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OCI Releases Micronaut 1.3 Featuring Micronaut Data 1.0
Object Computing, Inc. released Micronaut 1.3 featuring the milestone release of project Micronaut Data 1.0, a database access toolkit using Ahead of Time compilation to pre-compute queries for repository interfaces executed by a lightweight runtime layer. Micronaut Data provides an API for translating a Query model into a query at compile time and provides runtime support for supported databases.
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Researchers Publish Survey of Explainable AI
A team of researchers from IBM Watson and Arizona State University have published a survey of work in Explainable AI Planning (XAIP). The survey covers the work of 67 papers and charts recent trends in the field.
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Amazon Updates Transcribe with Automatic Redaction of Personally Identifiable Information Feature
Amazon Transcribe is an automatic speech recognition (ASR) service, allowing customers to add speech-to-text capabilities to their applications. Recently, the public cloud provider made a significant update to the service with an automatic redaction of Personally Identifiable Information (PII) feature.
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TensorFlow Quantum Joins Quantum Computing and Machine Learning
TensorFlow Quantum (TFQ) brings Google quantum computing framework Cirq and TensorFlow together to enable the creation of quantum machine learning (ML) models.
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Facebook Research Develops AI System for Music Source Separation
Facebook Research recently released Demucs, a new deep-learning-powered system for music source separation. Demucs outperforms previously reported results based on human evaluations of overall quality of sound after separation.
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Deep Learning Accelerates Scientific Simulations up to Two Billion Times
Researchers from several physics and geology laboratories have developed Deep Emulator Network SEarch (DENSE), a technique for using deep-learning to perform scientific simulations from various fields from high-energy physics to climate science. Compared to previous simulators, the results from DENSE achieved speedups ranging from 10 million to 2 billion times.
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Google Expands Open Images Dataset and Adds New Localized Narratives Annotation
Google AI has just released a new version (V6) of their photo dataset Open Images, which now includes an entirely new type of annotation called localized narratives. These multimodal descriptions of images incorporate synchronized voice, text, and mouse trace annotations that provide more in-depth training data for what is already one of the largest open "source annotated" image datasets.
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Microsoft Ships Preview of Cluster-Friendly Cloud Disks
Storage is one of the more mature services in the public cloud, but rarely supports traditional clustered systems. To attract those on-premises workloads, the Microsoft Azure team released a preview of Azure Shared Disks, a block storage option for attaching managed disks to multiple virtual machines.
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Splice Machine Data Platform 3.0 Supports Kubernetes Managed Service and New ML Manager
The latest version of distributed SQL data platform Splice Machine supports a new Kubernetes managed service, new version of Machine Learning Manager (v2.0), and automatic in-database model deployment.
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Oracle Cloud Now Offers Data Science and Machine Learning Services
Oracle recently announced the availability of its Cloud Data Science Platform, a native service on Oracle Cloud Infrastructure (OCI), which the software designed to let teams of data scientists collaborate on the development, deployment and maintenance of machine learning models.
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Spotify Open-Sources Terraform Module for Kubeflow ML Pipelines
Spotify has open-sourced their Terraform module for running machine-learning pipeline software Kubeflow on Google Kubernetes Engine (GKE). By switching their in-house ML platform to Kubeflow, Spotify engineers have achieved faster time to production and are producing 7x more experiments than on the previous platform.
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MIT CSAIL TextFooler Framework Tricks Leading NLP Systems
A team of researchers at the MIT Computer Science & Artificial Intelligence Lab (CSAIL) recently released a framework called TextFooler which successfully tricked state-of-the-art NLP models (such as BERT) into making incorrect predictions.
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