The Netflix TechBlog

NOVEMBER 29, 2023

A vital aspect of such development is subjective testing with HDR encodes in order to generate training data. Bitrate versus quality comparison HDR-VMAF is designed to be format-agnostic — it measures the perceptual quality of HDR video signal regardless of its container format, for example, Dolby Vision or HDR10. Krasula, A.

Open Source 252

Open Source Software Engineering Internet Internet 252

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. Most of us, as we spend years in our jobs — tend to be proficient in at least one of these.

Java 207

Java C++ Benchmarking Programming 207

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

O'Reilly

OCTOBER 19, 2021

This is both frustrating for companies that would prefer making ML an ordinary, fuss-free value-generating function like software engineering, as well as exciting for vendors who see the opportunity to create buzz around a new category of enterprise software. All ML projects are software projects.

DevOps 137

DevOps Software Engineering Infrastructure Open Source 137

The Netflix TechBlog

DECEMBER 3, 2019

mainly because of mundane reasons related to software engineering. 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. It leverages elasticity of the cloud by design?—?both

Open Source 232

Open Source AWS Infrastructure Energy 232

High Scalability

APRIL 14, 2020

has hours of system design content. They also do live system design discussions every week. Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! Learn to balance architecture trade-offs and design scalable enterprise-level software.

Education 105

Education Software Engineering Scalability Engineering 105

High Scalability

MAY 12, 2020

has hours of system design content. They also do live system design discussions every week. Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! Learn to balance architecture trade-offs and design scalable enterprise-level software.

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

APRIL 28, 2020

has hours of system design content. They also do live system design discussions every week. Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! Learn to balance architecture trade-offs and design scalable enterprise-level software.

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

MAY 26, 2020

has hours of system design content. They also do live system design discussions every week. Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! Created by former senior-level AWS engineers of 15 years. Who's Hiring? Apply here.

Education 100

Education AWS Software Engineering Scalability 100

High Scalability

MARCH 24, 2020

Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). You will be designing and implementing distributed systems : large-scale web crawling platform, integrating Deep Learning based web data extraction components, working on queue algorithms, large datasets, creating a development platform for other company departments, etc.

Education 105

Education Software Engineering Engineering Big Data 105

High Scalability

MARCH 30, 2020

has hours of system design content. They also do live system design discussions every week. Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! Learn how to train interviewers so everyone's on the same page. Who's Hiring?

Education 105

Education Software Engineering Engineering Big Data 105

Dynatrace

JUNE 15, 2021

Software reliability and resiliency don’t just happen by simply moving your software to a modern stack, or by moving your workloads to the cloud. And the last sentence of the email was what made me want to share this story publicly, as it’s a testimonial to how modern software engineering and operations should make you feel.

AWS 195

AWS Traffic Architecture Azure 195

High Scalability

MARCH 3, 2020

Sisu Data is looking for machine learning engineers who are eager to deliver their features end-to-end, from Jupyter notebook to production, and provide actionable insights to businesses based on their first-party, streaming, and structured relational data. Learn how to train interviewers so everyone's on the same page. Apply here.

Education 114

Education Engineering Games Java 114

High Scalability

MARCH 17, 2020

Sisu Data is looking for machine learning engineers who are eager to deliver their features end-to-end, from Jupyter notebook to production, and provide actionable insights to businesses based on their first-party, streaming, and structured relational data. Learn how to train interviewers so everyone's on the same page. Apply here.

Education 105

Education Engineering Java Software Engineering 105

High Scalability

FEBRUARY 18, 2020

Sisu Data is looking for machine learning engineers who are eager to deliver their features end-to-end, from Jupyter notebook to production, and provide actionable insights to businesses based on their first-party, streaming, and structured relational data. Learn how to train interviewers so everyone's on the same page. Apply here.

Education 113

Education Engineering Games Java 113

High Scalability

FEBRUARY 9, 2020

Sisu Data is looking for machine learning engineers who are eager to deliver their features end-to-end, from Jupyter notebook to production, and provide actionable insights to businesses based on their first-party, streaming, and structured relational data. Learn how to train interviewers so everyone's on the same page. Apply here.

Education 108

Education Engineering Games Java 108

The Netflix TechBlog

DECEMBER 3, 2019

mainly because of mundane reasons related to software engineering. 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. It leverages elasticity of the cloud by design?—?both

Open Source 134

Open Source AWS Infrastructure Energy 134

The Netflix TechBlog

OCTOBER 18, 2022

These include ETL pipelines, ML model training workflows, batch jobs, etc. Similarly, ML model training workflows usually consist of tens of thousands of training jobs within a single workflow. A large number of batch workflows run daily to serve various business needs.

Java 202

Java Scalability Traffic Architecture 202

The Netflix TechBlog

NOVEMBER 20, 2023

Whether in analyzing A/B tests, optimizing studio production, training algorithms, investing in content acquisition, detecting security breaches, or optimizing payments, well structured and accurate data is foundational. The incremental processing solution (IPS) described here has been designed to address the above problems.

Processing 210

Processing Big Data Efficiency Engineering 210

Strategic Tech

JANUARY 22, 2024

external consultants or training) Preference for waiting for the problems to arise (indicating the need for an AMET) or forming an AMET early to prevent issues arising Confidence level that modernization will actually happen (sometimes it is just too unclear and lacking priority) How quickly do you want/need to modernize?

Architecture 98

Architecture Metrics Logistics Strategy 98

Testsigma

OCTOBER 6, 2020

According to a survey conducted on software test automation , 51% of organisations prefer to retrain existing staff in test automation skills. Thus, it is clear that automated testing is the way to go for the software testing industry. We don’t have manual doctors, lawyers or software developers. git and command line.

Testing 105

Testing Programming Software Engineering Software 105

The Netflix TechBlog

OCTOBER 16, 2019

Gutenberg allows browsing older versions of data for use cases such as debugging, rapid mitigation of data related incidents, and re-training of machine-learning models. This post is a high level overview of the design and architecture of Gutenberg. for example to train machine-learned models.

Cache 187

Cache Architecture Metrics Java 187

ACM Sigarch

APRIL 8, 2019

Her current work focuses on hardware/software co-design for extremely large-scale deep learning training. Lena Olson is a Software Engineer at Google. . Disclaimer: Newsha is a Research Scientist at Baidu and Lena is a Software Engineer at Google.

Architecture 74

Architecture Open Source Hardware Software Engineering 74

Abhishek Tiwari

JULY 20, 2019

One thing stand-out to me is being intentional and practical about your engineering organisation design. First and foremost, being intentional about organisation design requires good and honest discussions about all possible option. Is it possible to draw inspiration from outside of software engineering?

Engineering 61

Engineering Retail Airlines Healthcare 61

O'Reilly

JULY 20, 2021

But we, as technologists, have typically ignored our own expectations when designing and building those devices. If the devices aren’t designed with those expectations in mind, they’re destined for the landfill. When designing an experience, you need to consider the identity context and where the experience will take place.

Google 121

Google Games Technology Technology 121

O'Reilly

MAY 19, 2020

Live online training, videos, books, certification prep, and more, from O’Reilly and our partner publishers. Software engineers represent the largest cohort, comprising almost 20% of all respondents (see Figure 1 ). Technical leads and architects (about 11%) are next, followed by software and systems architects (9+%).

Cloud 141

Cloud Serverless AWS Architecture 141

SQL Server According to Bob

JANUARY 24, 2017

There are lots of avenues for supportability (error messages, logging, documentation, data collection, …) The bed rock for developing and supporting software sometimes comes down to the good old fashioned source and symbols. This allows the same design to handle live and offline debugging scenarios. Dump Formats / State Captures.

Servers 40

Servers Open Source Software Engineering Processing 40

SQL Server According to Bob

JUNE 27, 2016

I was contacted by my friend, Slava Oks, to start looking at how Microsoft SQL Server Support (CSS) would support the endeavor, train engineers, run SQL Server on Linux through its paces, find bugs and lend my knowledge to making SQL Server on Linux a world class product. For example, we were designing how to capture a crash dump.

Servers 40

Servers Games Azure Software Engineering 40

The Morning Paper

APRIL 16, 2019

We would like students to consider the performance characteristics of their systems, and our tests check that their designs attain reasonable run-time performance. In addition, another lesson here is that once we accept model checking is necessary, we need to design systems that are amenable to model checking.

Systems 43

Systems Efficiency Testing Strategy 43

The Agile Manager

SEPTEMBER 25, 2009

His design manager told him something to the effect that they first needed to do a scale model, then a wind tunnel, then the prototype, so they’d have it for him in about 6 months. It can take years to train and groom people for more challenging roles. Why should you expect different for software engineers?

Automotive 40

Automotive Software Engineering Programming Metrics 40