High Scalability

MAY 12, 2020

Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Learn how to train interviewers so everyone's on the same page. Apply here. Need excellent people? Advertise your job here!

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

APRIL 28, 2020

Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io's bestselling new 4-course learning track: Scalability and System Design for Developers. Learn how to train interviewers so everyone's on the same page. Apply here. Need excellent people? Advertise your job here!

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

MAY 26, 2020

Learn to balance architecture trade-offs and design scalable enterprise-level software. Check out Educative.io 's bestselling new 4-course learning track: Scalability and System Design for Developers. Learn how to train interviewers so everyone's on the same page. Learn the Good Parts of AWS. Stateful JavaScript Apps.

Education 100

Education AWS Software Engineering Scalability 100

Percona

JULY 10, 2023

The aim of Percona Distribution for PostgreSQL is to address the operational issues like High-Availability, Disaster Recovery, Security, Performance and Scalability, and others that enterprises are facing. Download Percona Distribution for PostgreSQL 15.3 Percona Distribution for PostgreSQL 14.8 was released. was released on June 29, 2023.

Monitoring 80

Monitoring Open Source Scalability Database 80

Percona

DECEMBER 27, 2023

AI and MLOps Kubernetes has become a new web server for many production AI workloads, focusing on facilitating the development and deployment of AI applications, including model training. The newly formed Open Source AI Alliance , led by META and IBM, promises to support open-source AI.

Cloud 84

Cloud Open Source Strategy Best Practices 84

Dynatrace

SEPTEMBER 30, 2021

The breadth of fully-featured services, the pay-as-you-go scalability, and the agility of cloud platforms enable organizations to expand their modern approaches to building and managing digital services in a way they can’t with on-premises apps and infrastructure. Increased scalability. Reduced cost. Inconsistent performance.

Cloud 165

Cloud Traffic Best Practices Strategy 165

ACM Sigarch

MAY 31, 2023

Introduction Memory systems are evolving into heterogeneous and composable architectures. A combination of these mechanisms may be necessary to tackle challenges arising from heterogeneous memory systems and NUMA architectures. Such a combination requires new abstractions and programming models for effective management.

Latency 52

Latency Hardware Cache Architecture 52

ACM Sigarch

APRIL 26, 2018

APU: Accelerated Processing Unit is the AMD’s Fusion architecture that integrates both CPU and GPU on the same die. They introduced the architecture of coarse grain reconfigurable array (CGRA) for statically scheduled data flow computing in HOTCHIPS’17 and its software stack of compiler and linker in ICCAD’17. TFLOPS FP-64, 14.8

Hardware 99

Hardware Artificial Intelligence Architecture Google 99

Official Blog - World Web Technology

DECEMBER 4, 2023

Depending on the information received during the planning and feasibility testing phase, the SDLC creates an architecture of the software development system. The two design processes include low-level and high-level design: detailed specifications and system architecture. Here, the actual process of software development takes place.

Processing 64

Processing Software Software Development 64

Testsigma

SEPTEMBER 15, 2020

The upfront time required in writing the scripts for test cases, creation of the framework, training the team and maintenance is reduced considerably. The framework provided by the tool follows a particular structure and architecture, this results in a properly managed framework. Time Efficiency. Try Testsigma today.

Testing 59

Testing Testing Tools Code DevOps 59

High Scalability

NOVEMBER 9, 2018

You can now train CIFAR10 for just $0.06 That central chip ties together the 7nm CPU chiplets, creating a massively scalable architecture. Proposals whose "blockchain" would need to add 1GB/hour, that sort of thing. and ImageNet for $12.60 (4x less than in April!): [link]. MLPerf's deadline is also soon ([link] ).

Internet 192

Internet Internet Scalability Blockchain 192

Adrian Cockcroft

JUNE 21, 2022

I became the Sun UK local specialist in performance and hardware, and as Sun transitioned from a desktop workstation company to sell high end multiprocessor servers I was helping customers find and fix scalability problems. I had attended these events when I was based in the UK, but became one of the organizers.

Tuning 52

Tuning Benchmarking Engineering C++ 52

High Scalability

AUGUST 3, 2018

Paco Nathan : Frankly, I’d feel a lot more comfortable sending my kids off to school in a self-driving bus if the machine learning models hadn’t been trained solely by Google’s proprietary data. Use Multi-AZ deployments for High Availability and Read Replica for read scalability. margin over the same period.

Internet 113

Internet Internet Scalability Blockchain 113

Brendan Gregg

APRIL 30, 2018

In this year's CFP we’re looking for topics covering the latest trends and best practices in cloud computing, containerization, machine learning, big data, infrastructure, scalability, DevOps, IT management, automation, reliability, monitoring, performance tuning, security, databases, programming, datacenters, and more.

DevOps 43

DevOps Network Best Practices Programming 43

Brendan Gregg

APRIL 29, 2018

In this year's CFP we’re looking for topics covering the latest trends and best practices in cloud computing, containerization, machine learning, big data, infrastructure, scalability, DevOps, IT management, automation, reliability, monitoring, performance tuning, security, databases, programming, datacenters, and more.

DevOps 40

DevOps Network Best Practices Programming 40

The Netflix TechBlog

AUGUST 17, 2023

Watching every moment of content to find the best frames and select them manually takes a lot of time, and this approach is often not scalable. This feedback is easily accessible by our algorithm partners and used in training improved versions of the models. Categories can be hidden if no suggestions are found.

Media 169

Media Scalability Architecture Strategy 169

The Netflix TechBlog

OCTOBER 18, 2022

These include ETL pipelines, ML model training workflows, batch jobs, etc. As Big data and ML became more prevalent and impactful, the scalability, reliability, and usability of the orchestrating ecosystem have increasingly become more important for our data scientists and the company.

Java 202

Java Scalability Traffic Architecture 202

The Netflix TechBlog

JANUARY 10, 2024

This architecture shift greatly reduced the processing latency and increased system resiliency. Reloaded was well-architected, providing good stability, scalability, and a reasonable level of flexibility. This drove the approach of the “release train”. The microservice architecture provides strong decoupling between services.

Processing 229

Processing Media Latency Innovation 229

Percona

NOVEMBER 13, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It includes the Docker images for x86_64 architectures and aims to simplify the developers’ experience with the Distribution. Updated Release of Percona Distribution for PostgreSQL 16.0

Innovation 91

Innovation Open Source Scalability Database 91

Percona

DECEMBER 18, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. A release highlight is that Docker images are now available for x86_64 architectures. Docker images are now available for x86_64 architectures. Download Percona Distribution for MongoDB 6.0.12

Monitoring 91

Monitoring Open Source Servers Scalability 91

Scalegrid

MAY 13, 2020

In this blog post, we explain what Greenplum is, and break down the Greenplum architecture, advantages, major use cases, and how to get started. It’s architecture was specially designed to manage large-scale data warehouses and business intelligence workloads by giving you the ability to spread your data out across a multitude of servers.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. Specifically, we will dive into the architecture that powers search capabilities for studio applications at Netflix. Next we will discuss the system architecture and describe how different modules interact with each other for end-to-end flow.

Media 291

Media Innovation Energy Architecture 291

The Netflix TechBlog

DECEMBER 10, 2020

Supervised A major motivation for transfer learning is to “pre-train” model parameters by first learning them on a related source task for which we have more training data. For category prediction, we train a linear model on top of the encoder representation, apply a softmax operation, and minimize the negative log likelihood.

Entertainment 235

Entertainment Architecture Network Open Source 235

Adrian Cockcroft

JANUARY 20, 2023

Here’s some predictions I’m making: Jack Dongarra’s efforts to highlight the low efficiency of the HPCG benchmark as an issue will influence the next generation of supercomputer architectures to optimize for sparse matrix computations. Next generation architectures will use CXL3.0 Next generation architectures will use CXL3.0

Architecture 52

Architecture Latency Benchmarking AWS 52

The Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. Figure 1: Netflix ML Architecture Fact: A fact is data about our members or videos. We make sure there is no training/serving skew by using the same data and the code for online and offline feature generation.

Storage 187

Storage Design Scalability Latency 187

The Netflix TechBlog

DECEMBER 11, 2020

Our Journey so Far Over the past year, we’ve implemented the core infrastructure pieces necessary for a federated GraphQL architecture as described in our previous post: Studio Edge Architecture The first Domain Graph Service (DGS) on the platform was the former GraphQL monolith that we discussed in our first post (Studio API).

Architecture 249

Architecture Best Practices Engineering Open Source 249

Dynatrace

DECEMBER 10, 2020

Change starts by thoroughly evaluating whether the current architecture, tools, and processes for configuration, infrastructure, code delivery pipelines, testing, and monitoring enable improved customer experience faster and with high quality or not. Rethinking the process means digital transformation.

Strategy 178

Strategy Performance Logistics Monitoring 178

Percona

SEPTEMBER 18, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 6.0.9 17 features a Docker image for ARM64 architectures.

Open Source 84

Open Source Servers Database Scalability 84

O'Reilly

OCTOBER 19, 2021

Cloud-based data warehouses, such as Snowflake , AWS’ portfolio of databases like RDS, Redshift or Aurora , or an S3-based data lake , are a great match to ML use cases since they tend to be much more scalable than traditional databases, both in terms of the data set sizes as well as query patterns. Software Architecture.

DevOps 138

DevOps Software Engineering Infrastructure Open Source 138

The Netflix TechBlog

DECEMBER 23, 2020

everything from the frontend API for netflix.com, to machine learning training workloads, to video encoders. Titus internally employs a cellular bulkhead architecture for scalability, so the fleet is composed of multiple cells. We do this for reliability, scalability, and efficiency reasons.

Media 286

Media Metrics Systems Processing 286

The Netflix TechBlog

DECEMBER 3, 2019

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. In this hypothetical example, the flow trains two versions of a model in parallel and chooses the one with the highest score.

Open Source 232

Open Source AWS Infrastructure Energy 232

Percona

FEBRUARY 13, 2023

It is the most stable, scalable, and secure open source MySQL distribution, with two download options: one based on Percona Server for MySQL and one based on Percona XtraDB Cluster. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 6.0.4 3 was released.

Open Source 88

Open Source Database Servers Scalability 88

Percona

NOVEMBER 9, 2023

But for those who are not so familiar, in this post, we will discuss how Kubernetes has emerged as the unsung hero in an industry where agility and scalability are critical success factors. It is an invaluable tool for resolving complicated issues and streamlining processes due to its flexibility and scalability.

Efficiency 108

Efficiency Cloud Healthcare Open Source 108

ScaleOut Software

JANUARY 28, 2021

Given the unique and highly dynamic nature of this challenge, we need software solutions that are agile enough to adapt to evolving needs and scalable enough to quickly handle a daunting amount of fast-changing data. Conventional, enterprise data architectures take months to develop and are complex to change.

Logistics 84

Logistics Airlines Analytics Ecommerce 84

Percona

JUNE 22, 2023

It also supports the flexibility and scalability of the database infrastructure. When planning your database HA architecture, the size of your company is a great place to start to assess your needs. This architecture spans data centers to add more layers of availability to the database cluster.

Availability 112

Availability Database Open Source Hardware 112

The Morning Paper

OCTOBER 10, 2019

As image recognition architectures are evolving quickly, we want to iterate our three specialized embeddings with modern architectures to improve our three visual search products. Model architecture. The whole model is trained using PyTorch on one p3.16xlarge Amazon EC2 instance with eight Tesla V100 graphics cards.

Latency 58

Latency Storage Architecture Traffic 58

The Netflix TechBlog

DECEMBER 3, 2019

On the other hand, very few data scientists feel strongly about the nature of the data warehouse, the compute platform that trains and scores their models, or the workflow scheduler. In this hypothetical example, the flow trains two versions of a model in parallel and chooses the one with the highest score.

Open Source 134

Open Source AWS Infrastructure Energy 134