InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
-
AWS Announces Amazon SageMaker Edge Manager
Recently AWS announced a new capability of SageMaker called Amazon SageMaker Edge Manager. This new capability in SageMaker makes it easy for customers to prepare, run, monitor, and update machine learning models on fleets of edge devices such as smart cameras, robots, and industrial machines.
-
AWS Announces Amazon SageMaker Feature Store
Recently AWS announced a new capability of SageMaker called Amazon SageMaker Feature Store, a fully-managed, purpose-built repository. This new SageMaker capability allows customers to create repositories that make it easier to store, update, retrieve, and share machine learning (ML) features for training and inference.
-
Facebook Open-Sources Game Playing AI ReBeL
Facebook AI Research published a paper on Recursive Belief-based Learning (ReBeL), their new AI for playing imperfect-information games that can defeat top human players in poker. The algorithm combines reinforcement learning with state-space search and converges to a Nash equilibrium for any two-player zero-sum game. Code for training the algorithm to play Liar's Dice has been open-sourced.
-
Data Mesh Principles and Logical Architecture Defined
The concept of a data mesh provides new ways to address common problems around managing data at scale. Zhamak Dehghani has provided additional clarity around the four principles of a data mesh, with a corresponding logical architecture and organizational structure.
-
Microsoft Launches New Data Governance Service Azure Purview in Public Preview
Recently Microsoft announced a new data governance solution in public preview on its cloud platform called Azure Purview. This new service automates the discovery of data and cataloging while minimizing compliance risk and helps customers map all their data, no matter where it resides, to provide an end-to-end view of their data estate.
-
AWS Announces New Database Service Babelfish for Aurora PostgreSQL in Preview
During the AWS re:Invent keynote, AWS announced the new database service Babelfish for Aurora PostgreSQL in Preview. The service is a fully-managed, PostgreSQL-compatible and ACID-compliant relational database engine that runs in the Amazon cloud and is open-source.
-
Google Releases New Coral APIs for IoT AI
Google has released new APIs and tools for their Coral AI toolkit. The new release brings parity across the C++ and Python SDKs and includes more efficient memory usage. Other updates include additional pre-trained models and general-availability of model pipelining.
-
Airbnb Releases Visx, a Set of Low-Level Primitives for Interactive Visualizations with React
Airbnb Engineering recently released the first major iteration of visx, a set of low-level React components that can be composed into interactive visualizations. Visx builds on D3 primitives, React component model, and React DOM handling. Visx strives to provide a data visualization front-end solution that is easy to learn without sacrificing expressiveness.
-
AWS Introduces Amazon Managed Workflows for Apache Airflow
Recently, AWS introduced Amazon Managed Workflows for Apache Airflow (MWAA), a fully-managed service simplifying running open-source versions of Apache Airflow on AWS and build workflows to execute extract-transform-load (ETL) jobs and data pipelines.
-
Google Launches Healthcare Natural Language API and AutoML Entity Extraction for Healthcare
In a recent blog post, Google announced the public preview of two new fully-managed AI tools: Healthcare Natural Language API and AutoML Entity Extraction for Healthcare. Both tools can assist healthcare professionals in reviewing and analyzing medical documents in a repeatable, scalable way.
-
Google Releases Objectron Dataset for 3D Object Recognition AI
Google Research announced the release of Objectron, a machine-learning dataset for 3D object recognition. The dataset contains 15k video segments and 4M images with ground-truth annotations, along with tools for using the data to train AI models.
-
Microsoft Releases .NET for Apache Spark 1.0
Last month, Microsoft released the first major version of .NET for Apache Spark, an open-source package that brings .NET development to the Apache Spark platform. The new release allows .NET developers to write Apache Spark applications using .NET user-defined functions, Spark SQL, and additional libraries such as Microsoft Hyperspace and ML.NET.
-
Using Agile with a Data Science Team
Agile helped a data science team to better collaborate with their stakeholders and increase their productivity. As priorities became clear, the team was able to focus and deliver. Buy-in of the data science team by taking them through a journey of agile was crucial to making it work.
-
Apple's ML Compute Framework Accelerates TensorFlow Training
As part of the recent macOS Big Sur release, Apple has included the ML Compute framework. ML Compute provides optimized mathematical libraries to improve training on CPU and GPU on both Intel and M1-based Macs, with up to a 7x improvement in training times using the TensorFlow deep-learning library.
-
Google Launches a New Serverless Database Migration Service
Recently, Google announced a new serverless Database Migrates Service (DMS) in preview. The service supports migrations of self-hosted MySQL databases, either on-premises or in the cloud, and managed databases from other clouds, to Cloud SQL for MySQL.
CONTENT IN THIS BOX PROVIDED BY OUR SPONSOR
MongoDB Architecture Guide
Enabling Speed, Mitigating Risk - The Crucial Role of the Modern Data Platform
The Object Oriented Guide to Microservices and Serverless Architecture
How Modern DevOps Teams Use MongoDB Atlas to Enhance Productivity