The Netflix TechBlog

NOVEMBER 29, 2023

A vital aspect of such development is subjective testing with HDR encodes in order to generate training data. Join us and be a part of the amazing team that brought you this tech-blog; open positions: Software Engineer, Cloud Gaming Software Engineer, Live Streaming References [1] L. Krasula, A. Choudhury, S.

Open Source 252

Open Source Software Engineering Internet Internet 252

The Netflix TechBlog

APRIL 26, 2022

We built Axion primarily to remove any training-serving skew and make offline experimentation faster. We make sure there is no training/serving skew by using the same data and the code for online and offline feature generation. Our machine learning models train on several weeks of data. What’s our end goal?

Storage 187

Storage Design Scalability Latency 187

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

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. Software Architecture. The new category is often called MLOps.

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. The steps can be arbitrary Python code.

Open Source 232

Open Source AWS Infrastructure Energy 232

High Scalability

APRIL 14, 2020

Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! T riplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Try out their platform. Apply here.

Education 105

Education Software Engineering Scalability Engineering 105

High Scalability

MAY 12, 2020

Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! T riplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Try out their platform. Apply here.

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

MARCH 24, 2020

Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! T riplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Who's Hiring? Apply here.

Education 105

Education Software Engineering Engineering Big Data 105

High Scalability

APRIL 28, 2020

Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! T riplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Try out their platform. Apply here.

Education 102

Education Software Engineering Scalability Engineering 102

High Scalability

MARCH 30, 2020

Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! T riplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Try out their platform. Apply here.

Education 105

Education Software Engineering Engineering Big Data 105

High Scalability

MAY 26, 2020

Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! T riplebyte lets exceptional software engineers skip screening steps at hundreds of top tech companies like Apple, Dropbox, Mixpanel, and Instacart. Try out their platform. Apply here.

Education 100

Education AWS Software Engineering Scalability 100

High Scalability

JANUARY 11, 2022

FUN FACT : In this talk , Dikang Gu, a software engineer at Instagram core infra team has mentioned about how they use Cassandra to serve critical usecases, high scalability requirements, and some pain points. We can also have a TTL based functionality to evict older posts. Streaming Data Model. Whose photos the user always like?

Design 334

Design Media Storage Logistics 334

The Morning Paper

FEBRUARY 18, 2020

Many of the software engineering discipline and controls need to be brought over into an ML context. The following chart breaks down features in three main areas: training and auditing, serving and deployment, and data management, across six systems. But model inference migrating into the DBMS is a bolder prediction.

Government 95

Government Software Engineering Storage Database 95

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

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. The steps can be arbitrary Python code.

Open Source 134

Open Source AWS Infrastructure Energy 134

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

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

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

O'Reilly

FEBRUARY 2, 2020

First, the behavior of an AI application depends on a model , which is built from source code and training data. You need a repository for models and for the training data. And that’s essential: if you need to understand how your model behaves, and you don’t have the training data, you’re sunk.

Software Architecture 67

Software Architecture Monitoring Software Engineering Architecture 67

Dynatrace

JUNE 15, 2021

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. Our dynamic growth in engineering also made us invest in continuous training for new and existing hires.

AWS 195

AWS Traffic Architecture Azure 195

O'Reilly Software

JANUARY 12, 2018

2018 marks the fourth year of O’Reilly’s Software Architecture Conference , a software engineering event focused on providing hands-on training experiences for technologists at all levels of an organization—from experienced developers up through CTOs.

Technology 75

Technology Technology Engineering Software Architecture 75

Tasktop

JULY 7, 2021

Sébastien Coquelin, Staff Software Engineer, and his family found themselves dwarfed by the trees on Vancouver Island. Steffen Pingel, Principal Software Engineer, used his remaining energy to somehow cycle from Austria to Italy. Software Engineer, Nolan Mullins, hiked the Rockies with red wine for sustinence.

Energy 52

Energy Software Engineering Education Engineering 52

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

The Morning Paper

FEBRUARY 16, 2020

In Software 1.0 But in Software 2.0 the majority of our effort goes into curating training data, i.e., specification-by-example of what the system should do. The biggest challenges we encountered during this migration were in generating and managing training data. In the Software 1.0 Managing training data.

Systems 84

Systems Design Software Software 84

Testsigma

OCTOBER 6, 2020

That is where the manual tester of today who wants to go on the path of automation testing will always have leverage over any person who was not trained in manual testing first. We don’t have manual doctors, lawyers or software developers. I think focusing on software engineering skills are a better return on investment.

Testing 105

Testing Programming Software Engineering Software 105

Tasktop

FEBRUARY 27, 2020

It’s a broad term, purposefully as my typical activities are also broad; providing all levels of support directly and in-directly (for OEMs) to customers, assisting or running deployments of Tasktop’s software into customer environments, hosting various training sessions to our current, OEM and prospective customers.

Software Engineering 52

Software Engineering Engineering Software Software 52

O'Reilly

NOVEMBER 12, 2019

More than a fifth of the respondents work in the software industry—skewing results toward the concerns of software companies, and helping explain the preponderance of those with software engineering roles. As noted earlier, the majority of survey respondents are software engineers.

Serverless 88

Serverless Architecture FinTech Infrastructure 88

Strategic Tech

SEPTEMBER 29, 2018

finding good software engineers takes so long and requires so much effort… but it doesn’t have to. Make Your Organisation Irresistible to Software Engineers The easiest and cheapest way to hire good engineers is to let them come to you. Hiring is so hard?—?finding to be an elite tech company? extremely well.

Software Engineering 40

Software Engineering Open Source Engineering Java 40

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. for example to train machine-learned models. a common use case when debugging and when training ML models. there is no dependency on previous versions of data.

Cache 187

Cache Architecture Metrics Java 187

Adrian Cockcroft

FEBRUARY 13, 2023

Provides comparison of inference workload on P4dn GPU instances vs. AWS Trainium saving 92% energy and 90% cost, and training workload on P4dn vs. AWS Inferentia 2.6x shorter training time, saving 54% energy and 75% cost. Good discussion of the embodied carbon of silicon chip production.

AWS 64

AWS Energy Architecture Programming 64

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

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. IPS enables users to continue to use the data processing patterns with minimal changes.

Processing 210

Processing Big Data Efficiency Engineering 210

SQL Server According to Bob

JUNE 9, 2017

The hotspot causes a convoy/train to occur on the page latch (UP) for the PFS page. Note: Adding multiple TEMPDB files resolves the train/convoy. The cleanup activity created a convey/train of latch activity on the PFS page in TEMPDB, leading to blocking. Bob Dorr – Principal Software Engineer SQL Server.

Servers 40

Servers Software Engineering Engineering Software 40

Tasktop

APRIL 8, 2020

Software Engineer, Sébastien Coquelin, has been providing his daughter with some key reading. Cool math Games – A brain-training website, where logic and thinking meet fun and games. I don’t have a big garden, but I have a lot of experience growing vegetables and I think it’ll be a great thing for kids to do.”.

Entertainment 52

Entertainment Games Software Engineering Virtualization 52

Tasktop

NOVEMBER 15, 2019

From day one, however, I’ve had a multi-dimensional role; from training customers, deploying some complex use cases on Tasktop products, working with the product development teams as the customer advocate to advise on features requested by customers, to spearheading a new service offering, the list is endless. 21st – Register now. .

Software Engineering 40

Software Engineering Engineering Metrics Technology 40

All Things Distributed

SEPTEMBER 4, 2017

And thirdly, an "algorithmic revolution" has taken place, meaning it is now possible to train trillions of algorithms simultaneously, making the whole machine learning process much faster. For the past 20 years, thousands of software engineers at Amazon have been working on ML. Machine Leaning at Amazon.

Artificial Intelligence 147

Artificial Intelligence Transportation Education Airlines 147