The Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. We will share how its design has evolved over the years and the lessons learned while building it. To understand Axion’s design, we need to know the various components that interact with it.

Storage 187

Storage Design Scalability Latency 187

Tasktop

FEBRUARY 20, 2020

Meet Jason Grodan, a Software Training Specialist at Tasktop! We spoke to Jason about the different training classes Tasktop offers, bouldering, and what it’s like to work from home. My role at Tasktop is a ‘Software Training Specialist’. We provide training for Customers and Partners as well as new employees.

Software 52

Software Software Software Engineering Infrastructure 52

Smashing Magazine

MARCH 2, 2020

Inspired Design Decisions: Neville Brody Design Cannot Remain Neutral. Inspired Design Decisions: Neville Brody Design Cannot Remain Neutral. Local bands designed their own publicity and the mostly two-colour artwork was edgy and unpolished. Previously On “Inspired Design Decisions”. Andrew Clarke.

Design 103

Design Media Testing Entertainment 103

The Netflix TechBlog

NOVEMBER 11, 2022

Although model-based anomaly detection approaches are more scalable and suitable for real-time analysis, they highly rely on the availability of (often labeled) context-specific data. In semi-supervised anomaly detection models, only a set of benign examples are required for training.

C++ 312

C++ Metrics Tuning Strategy 312

High Scalability

DECEMBER 16, 2022

Another key benefit of cloud computing is its reliability and availability. Additionally, because cloud computing services are provided by large, established companies, they are typically highly reliable and available, with robust security and privacy measures in place to protect user data. Which cloud provider would you recommend?

Cloud 201

Cloud Serverless Internet Internet 201

Smashing Magazine

NOVEMBER 5, 2021

The Value Of Concept Testing As Part Of Product Design. The Value Of Concept Testing As Part Of Product Design. UX design teams are passionate about our approach to solving problems and providing users with experiences that lead to their desired outcomes. UX teams should consider it a mandatory step in designing a product.

Design 100

Design Testing Education Processing 100

The Morning Paper

JUNE 6, 2019

Towards federated learning at scale: system design Bonawitz et al., Federated Learning (FL) is a distributed machine learning approach which enables training on a large corpus of decentralized data residing on devices like mobile phones. No individual updates are stored in the cloud, and no training data leaves the device.

Systems 71

Systems Design Google Servers 71

Dynatrace

AUGUST 27, 2020

Dynatrace’s ability to ingest metrics from all 95 AWS services will be available within the next 60 days. Those in the left column are readily available now, with those in the right available soon. Available Now. Achieve full observability of all AWS services. Coming Soon. AWS AppSync. AWS CloudHSM. Amazon AppStream 2.0.

AWS 267

AWS Cloud IoT Database 267

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. By design, Metaflow is a deceptively simple Python library: Data scientists can structure their workflow as a Directed Acyclic Graph of steps, as depicted above.

Open Source 232

Open Source AWS Infrastructure Energy 232

The Netflix TechBlog

MARCH 14, 2023

Much of the ML literature focuses on model training, evaluation, and scoring. We must quickly surface the most stand-out highlights from the titles available on our service in the form of images and videos in the member experience. Dawn Chenette , Design Lead This approach had several benefits for product engineering.

Media 291

Media Innovation Energy Architecture 291

Dynatrace

DECEMBER 8, 2022

Therefore, many lack training and familiarity with newer tools designed for cloud-based technologies. Eliminate blind spots and gain valuable insights into the performance and availability of infrastructure and applications with end-to-end observability. Dynatrace offers a frictionless free trial process to help you get started.

Education 200

Education Government Innovation Cloud 200

Dynatrace

SEPTEMBER 30, 2021

By carving the right AWS certification path, developers can even use their certification and training to advance their careers long term. What is the value of AWS training and certification? You and your peers – if you team up – can benefit on multiple levels from AWS training and certification. Core AWS certifications.

AWS 209

AWS Best Practices Analytics Cloud 209

DZone

FEBRUARY 27, 2021

As a Software Engineer, the mind is trained to seek optimizations in every aspect of development and ooze out every bit of available CPU Resource to deliver a performing application. This begins not only in designing the algorithm or coming out with efficient and robust architecture but right onto the choice of programming language.

Java 214

Java C++ Benchmarking Programming 214

The Netflix TechBlog

MAY 21, 2019

The device ecosystem is rich with partners ranging from Silicon-on-Chip (SoC) manufacturers, Original Design Manufacturer (ODM) and Original Equipment Manufacturer (OEM) vendors. Choose the most promising subset of tests out of thousands of test cases available when running continuous integration against a device.

Testing 163

Testing AWS Lambda Network 163

Percona

JANUARY 3, 2024

The proxy is designed to run continuously without needing to be restarted. If you are interested in more hands-on learning of ProxySQL, Percona’s professional training department offers a one-day, hands-on intensive tutorial covering all things ProxySQL. Reach out to us today to schedule your instructor-led class!

Traffic 107

Traffic Hardware Cache Servers 107

Dynatrace

FEBRUARY 15, 2023

Davis doesn’t rely on machine learning or statistical correlations—the models that power most available AIs and try to correlate data points by timestamp analysis, searching for similarities, or processing manual instrumentations. This is no longer the case. Sharing and collaborating with teams is now easier than ever before.

Analytics 228

Analytics Social Media Metrics Efficiency 228

Scalegrid

MAY 13, 2020

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. Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. Greenplum Architectural Design.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Percona

NOVEMBER 13, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. Our free, open source, enterprise-grade solution includes the high availability and security features your business requires to meet your customer expectations and business goals. 26 was released.

Innovation 85

Innovation Open Source Scalability Database 85

Strategic Tech

JULY 22, 2019

In Domain-Driven Design, a large system is decomposed into bounded contexts , which become natural boundaries in code as microservices and as teams in the organisation. The Bounded Context Design Canvas I designed this canvas based on the typical flow of strategic DDD workshops I run publicly and privately.

Design 76

Design Systems Strategy Processing 76

Percona

FEBRUARY 14, 2023

There won’t be any public builds available from both community and Percona for bugs or security fixes. Before updating it is worth checking out our post on updating legacy PostgreSQL made available as a part of a webinar on Upgrading / Migrating Your Legacy PostgreSQL to Newer PostgreSQL Versions.

Open Source 84

Open Source Database Availability Design 84

Dynatrace

JUNE 15, 2021

The subject line said: “Success Story: Major Issue in single AWS Frankfurt Availability Zone!” The problem started at 1:24PM PDT, with the services starting to become available again about 3 hours later. Fact #4: Multi-node, multi-availability zone deployment architecture. Ready to learn more? Rack-aware Cassandra deployments.

AWS 189

AWS Traffic Architecture Azure 189

O'Reilly

MAY 9, 2023

Using AI means auditing the outputs of AI systems to ensure that they’re fair; it means documenting the behaviors of AI models and training data sets so that users know how the data was collected and what biases are inherent in that data. It means designing systems that augment and liberate human capabilities, rather than replacing them.

Infrastructure 85

Infrastructure Government Design Tuning 85

Percona

OCTOBER 31, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It has been fixed in the base OS, and the fix is available in PMM. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 6.0.10

Monitoring 78

Monitoring Open Source Scalability Database 78

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. By design, Metaflow is a deceptively simple Python library: Data scientists can structure their workflow as a Directed Acyclic Graph of steps, as depicted above.

Open Source 134

Open Source AWS Infrastructure Energy 134

Scalegrid

JANUARY 12, 2024

All rely heavily on utilizing allocated portions from existing pools made available through specific providers as part of their service offerings. There are numerous choices available for deploying these workloads on various cloud provider platforms that offer unique capabilities. Additionally.

Cloud 130

Cloud Virtualization Storage Efficiency 130

Percona

OCTOBER 2, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It is a freely available, fully compatible, enhanced, and open source drop-in replacement for any MySQL database. Download Percona Distribution for MySQL (PS-based variation) 8.0.34

Open Source 78

Open Source Scalability Database Servers 78

Dynatrace

JANUARY 31, 2024

At its core, data observability is about ensuring the availability, reliability, and quality of data. In the age of AI, data observability has become foundational and complementary to AI observability, data quality being essential for training and testing AI models.

DevOps 192

DevOps Analytics Airlines Metrics 192

Percona

AUGUST 7, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. 25 is available as of August 2, 2023. Percona Server for MySQL is a freely available, fully compatible, enhanced, and open source drop-in replacement for any MySQL database. 25 was released.

Open Source 85

Open Source Scalability Servers Database 85

Percona

SEPTEMBER 4, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. Percona Distribution for PostgreSQL is now available on Debian 12 (bookworm). This tool helps you run diagnostics of your PostgreSQL cluster and is also actively used by Percona Support.

Open Source 76

Open Source Scalability Database Software 76

The Netflix TechBlog

NOVEMBER 29, 2023

HDR was launched at Netflix in 2016 and the number of titles available in HDR has been growing ever since. A vital aspect of such development is subjective testing with HDR encodes in order to generate training data. As noted in an earlier blog post , we began developing an HDR variant of VMAF; let’s call it HDR-VMAF.

Open Source 252

Open Source Software Engineering Internet Internet 252

Smashing Magazine

OCTOBER 7, 2021

The graphicsurf.com team wanted to contribute to the ongoing fight against COVID-19 and has designed a set of vector icons dedicated to the Coronavirus, or specifically, COVID-19. Anthony Tyschenko and Dennis Machuca took part in the design of the icons. A Little About The Design Progress. Jump to the free icon pack.

Design 129

Design Website Scalability Availability 129

Dynatrace

JULY 6, 2022

More than half of all respondents cited two key SRE adoption barriers: the perceived difficulty of training existing IT professionals in SRE best practices, and the cost and difficulty of finding skilled professionals. Design, implement, and tune effective SLOs. Make SRE accessible. Apply AIOps for analysis and automation.

Best Practices 187

Best Practices Open Source Tuning Infrastructure 187

O'Reilly

MAY 25, 2021

GPT-3 is essentially an auto-complete bot whose underlying Machine Learning (ML) model has been trained on vast quantities of text available on the Internet. Indeed, Google recently announced LaMDA , a model at GPT-3 scale that is designed to participate in conversations. And the final paragraph of section 3.9.4

Social Media 138

Social Media Media Internet Internet 138

Smashing Magazine

OCTOBER 3, 2019

Inspired Design Decisions: Bea Feitler, An Unstoppable Creative Force. Inspired Design Decisions: Bea Feitler, An Unstoppable Creative Force. Even if you didn’t study graphic design at art school, you might know a few famous names. Previously On “Inspired Design Decisions”. Inspired Design Decisions: Avaunt Magazine.

Design 78

Design Media Website Speed 78

Percona

AUGUST 21, 2023

Percona software is designed for peak performance, uncompromised security, limitless scalability, and disaster-proofed availability. It includes all the features and bug fixes available in MySQL 5.7.43 Download Percona Monitoring and Management 2.39.0 Percona Server for MySQL 5.7.43-47 47 Percona Server for MySQL 5.7.43-47

Open Source 82

Open Source AWS Servers Database 82

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. Percona Distribution for PostgreSQL 11.22

Monitoring 85

Monitoring Open Source Servers Scalability 85

The Netflix TechBlog

OCTOBER 23, 2019

Feature Overview Reproducibility Polynote promotes notebook reproducibility by design. for example, researchers might use Scala and Spark to generate training data (cleaning, subsampling, etc), while actual training might be done with popular Python ML libraries like tensorflow or scikit-learn.

Open Source 233

Open Source Code Website Design 233