InfoQ Homepage News
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MLOps: Continuous Delivery of Machine Learning Systems
Developing, deploying, and keeping machine learning models productive is a complex and iterative process with many challenges. MLOps means combining the development of ML models and especially ML systems with the operation of those systems. To make MLOps work, we need to balance iterative and exploratory components from data science with more linear software engineering components.
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Uncover What's Next for Software Engineering at QCon Plus Online Software Conference (Nov 1-12)
QCon Plus gives you access to a curated learning experience that covers the topics that matter right now in software development and technical leadership. Learn from the laser-focus sharing experiences of 64+ software practitioners from early adopter companies to help you adopt the right patterns and practices.
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Karmada 0.7: Next-Gen Multi-Cloud and Multi-Cluster Kubernetes Orchestration
Karmada (Kubernetes Armada) 0.7, featuring a promising Kubernetes management system in the hybrid cloud era, became available on July 12, 2021. It brought multi-cluster service discovery, precise cluster status management, replica scheduling based on cluster resources, and more convenient APIs to divide replicas by weight list.
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Email Classification at Slack: Designing an Eventually Consistent Custom Classifier
Slack recently published the details of how it built an email address classification engine that can determine if an email address is internal or external. Slack engineers utilized an eventually consistent near real-time representation of the data in its system and implemented a drift detection mechanism to fix erroneous data, keeping the engine's operation in order.
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DeepMind Open Sources Data Agnostic Deep Learning Model Perceiver IO
DeepMind has open-sourced Perceiver IO, a general-purpose deep-learning model architecture that can handle many different types of inputs and outputs. Perceiver IO can serve as a "drop-in" replacement for Transformers that performs as well or better than baseline models, but without domain-specific assumptions.
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AWS Announces the General Availability of Amazon MemoryDB for Redis
Recently, AWS announced the general availability of Amazon MemoryDB for Redis, a new Redis-compatible, durable, in-memory database. The new database service is intended for applications that require microsecond read and single-digit millisecond write performance with data durability and high availability.
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OpenAI Releases Triton, Python-Based Programming Language for AI Workload Optimization
OpenAI released their newest language, Triton, an open-source programming language that enables researchers to write highly efficient GPU code for AI workloads. Triton is Python-compatible and allows new users to achieve expert-quality results in only 25 lines of code. The code is written in Python using Triton’s libraries, which are then JIT-compiled to run on the GPU.
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Java News Roundup: Micronaut 3.0, Open Liberty Starter, Spring Boot, GraalVM, and JEP 400
This week's Java roundup for August 16th, 2021, features news from Micronaut 3.0, OpenJDK, JDK 18, updates to Spring Boot and Spring Tools, a new Open Liberty starter tool, GraalVM Native Build Tools 0.9.3, Payara Platform updates, Quarkus 2.1.3, Eclipse OpenMQ 6.2 and the July update of Java in Visual Studio Code.
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Datadog Publishes Best Practices for Monitoring Dark Launches
Datadog recently published the best practices for monitoring dark launches. The blog post includes a detailed description of dark launches, the different types of metrics and dashboards, as well as the best practices for monitoring them.
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Is CVE the Solution for Cloud Vulnerabilities?
At the recent Black Hat USA 2021, security experts from cloud infrastructure company Wiz argued that a CVE database for cloud vulnerabilities is needed, starting a debate in the cloud and cybersecurity communities.
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Cloudera Announces the General Availability of Cloudera DataFlow for the Public Cloud
The enterprise data cloud company Cloudera recently announced the general availability (GA) of Cloudera DataFlow for the Public Cloud, a cloud-native service for data flows to process hybrid streaming workloads on the Cloudera Data Platform (CDP).
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Google Cloud Private Service Connect Now Generally Available
Google Cloud has recently announced the general availability of Private Service Connect, a service to keep all customer’s traffic private and secure over Google's global network while abstracting the underlying network infrastructure.
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The eBPF Foundation Aims to Further Advance eBPF Features and Adoption
eBPF, a technology used to extend the Linux kernel capabilities without requiring to change its code or reload kernel modules, now has its own foundation hosted within the Linux Foundation, announce Facebook, Google, Isovalent, and other founding members.
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AWS Announces Amazon EC2 M6i Instances Powered by Latest-Generation Intel Xeon Scalable Processors
Recently AWS announced the availability of the new general-purpose Amazon EC2 M6i instances. The new Amazon EC2 M6i instances deliver up to 15 percent more performance and a better price when compared to the fifth-generation instances and always-on memory encryption using Intel Total Memory Encryption (TME).
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AWS Announces Python 3.9 Runtime Support for Lambda Functions
Recently AWS announced the support for Python 3.9 as both a managed runtime and a container base image for its Function as a Services (FaaS) offering Lambda. As a result, developers can now author AWS Lambda functions in Python 3.9 and use its new features, such as support for TLS 1.3, new string and dictionary operations, and improved time zone support.