InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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ExBERT, a Tool for Exploring Learned Representations in NLP Models
MIT-IBM AI Labs and Harvard NLP Group have released a live demo of their interactive visualization tool for exploring learned representations in Transformers models called exBERT, along with a pre-publication and the source-code.
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Amazon Announces General Availability of AWS Deepcomposer
Recently, Amazon announced the general availability of Deepcomposer, a service in AWS, which provides developers with a creative way to learn Machine Learning (ML). Deepcomposer is a machine learning-enabled keyboard for developers, and is available for purchase.
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COVID-19 and AI: Virtual Conference at Stanford Discusses the Future
The Stanford Institute For Human-Centered Artificial Intelligence approaches COVID-19 from a wide variety of perspectives.
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Google's SEED RL Achieves 80x Speedup of Reinforcement-Learning
Researchers at Google Brain recently open-sourced their Scalable, Efficient Deep-RL (SEED RL) algorithm for AI reinforcement-learning. SEED RL is a distributed architecture that achieves state-of-the-art results on several RL benchmarks at lower cost and up to 80x faster than previous systems.
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Uber AI Introduce Fiber, a New Library for Distributed Machine Learning
Uber AI has open-sourced Fiber, a new library which aims to empower users in implementing large-scale machine learning computation on computer clusters. The main objectives of the library are to leverage heterogeneous computing hardware, dynamically scale algorithms, and reduce the burden on engineers implementing complex algorithms on clusters.
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AlphaFold Algorithm Predicts COVID-19 Protein Structures
DeepMind uses AlphaFold to predict 3D protein structures straight from amino acid sequences for novel coronavirus 2019 (NCOVID-2019).
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Google Introduces TensorFlow Developer Certification
Google has launched a certification program for its deep-learning framework TensorFlow. The certification exam is administered using a PyCharm IDE plugin, and candidates who pass can be listed in Google's world-wide Certification Directory.
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Data Science Community Reacts to COVID-19 Pandemic
The data science community has reacted with fervor to the COVID-19 pandemic, with numerous articles from a data-oriented perspective and both official and grassroot efforts to provide access to data and utilize ML techniques to help deal with the crises across industry, academia and governmental organizations worldwide.
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Google Announces Cloud AI Platform Pipelines to Simplify Machine Learning Development
In a recent blog post, Google announced the beta of Cloud AI Platform Pipelines, which provides users with a way to deploy robust, repeatable machine learning pipelines along with monitoring, auditing, version tracking, and reproducibility.
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Stanford NLP Group Releases Stanza: a Python NLP Toolkit
The Stanford NLP Group recently released Stanza, a new python natural language processing toolkit. Stanza features both a language-agnostic fully neural pipeline for text analysis (supporting 66 human languages), and a Python interface to the Java Stanford CoreNLP software.
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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.