The Netflix TechBlog

NOVEMBER 17, 2022

Our approach to NN-based video downscaling The deep downscaler is a neural network architecture designed to improve the end-to-end video quality by learning a higher-quality video downscaler. We employed an adaptive network design that is applicable to the wide variety of resolutions we use for encoding.

Network 292

Network Media Innovation Efficiency 292

The Morning Paper

FEBRUARY 16, 2020

design , Sheng, CIDR’20. ’ design. the majority of our effort goes into curating training data, i.e., specification-by-example of what the system should do. design delivered Google four main benefits: Precision and recall quickly surpassed the results from the heuristics-based system. In Software 1.0

Systems 84

Systems Design Software Software 84

Dynatrace

JUNE 14, 2023

These areas together underpin the new Dynatrace Value Incentive Partner Program (VIPP), which we designed to provide more opportunities, more services, and more benefits to our partners. Accelerate business growth with the latest sales and technical training. Through a two-step approach, partners can become Dynatrace Services Endorsed.

Programming 182

Programming Analytics Innovation Best Practices 182

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 98

Design Testing Education Processing 98

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

MARCH 13, 2024

The following are the general requirements for reporting for the NIS2 directive: Risk management: Organizations are obligated to execute a comprehensive set of critical measures designed to effectively mitigate cyber risks. Address the root cause of cybersecurity incidents & fix vulnerabilities promptly.

Best Practices 230

Best Practices Education Strategy Analytics 230

DZone

JULY 21, 2021

Its UML foundation saved designers of the language from reinventing core concepts in modeling and representation. The representational approach was esoteric and rigid, making training difficult. This produced the Systems Modeling Language, or SysML, built on top of the software-focused Unified Modeling Language (UML).

Engineering 246

Engineering Systems Design Software 246

The Netflix TechBlog

NOVEMBER 11, 2022

In semi-supervised anomaly detection models, only a set of benign examples are required for training. Data Data Labeling For the task of anomaly detection in streaming platforms, as we have neither an already trained model nor any labeled data samples, we use structural a priori domain-specific rule-based assumptions, for data labeling.

C++ 312

C++ Metrics Tuning Strategy 312

Dynatrace

MAY 2, 2024

As organizations train generative AI systems with critical data, they must be aware of the security and compliance risks. Security by design enhanced by unified observability and security – blog Business spend management company Soldo uses unified observability and security to implement efficient security-by-design and DevSecOps practices.

Artificial Intelligence 214

Artificial Intelligence Cloud Best Practices DevOps 214

High Scalability

DECEMBER 16, 2022

I'm sorry, but as a large language model trained by OpenAI, I don't have the ability to browse the internet or keep up-to-date with current events. As a large language model trained by OpenAI, I do not have the ability to browse the internet or keep up-to-date with current events. Which cloud provider would you recommend?

Cloud 201

Cloud Serverless Internet Internet 201

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 212

AWS Best Practices Analytics Cloud 212

O'Reilly

DECEMBER 12, 2023

Another group of cases involving text (typically novels and novelists) argue that using copyrighted texts as part of the training data for a Large Language Model (LLM) is itself copyright infringement, 1 even if the model never reproduces those texts as part of its output. Is an artist’s style copyrightable, and if so, what does that mean?

Artificial Intelligence 101

Artificial Intelligence Media Google Processing 101

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

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 111

Traffic Hardware Cache Servers 111

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

Dynatrace

SEPTEMBER 20, 2022

DevSecOps best practices provide guidelines to help organizations achieve efficient and secure application design, development, implementation, and management. Some DevSecOps best practices include the following: Security by design. The education of employees about security awareness. Disparate toolsets.

Best Practices 264

Best Practices DevOps Education Serverless 264

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. Solving the above problems could help Netflix and our Partners save time and money during the entire lifecycle of device design, build, test, and certification.

Testing 163

Testing AWS Lambda Network 163

Dynatrace

DECEMBER 8, 2022

Therefore, many lack training and familiarity with newer tools designed for cloud-based technologies. Our team of highly skilled consultants delivers strategic guidance and leadership designed to drive innovation through a variety of formats to suit your needs.

Education 203

Education Government Innovation Cloud 203

O'Reilly

FEBRUARY 16, 2023

Large language models like ChatGPT and Google’s LaMDA aren’t designed to give correct results. They’re designed to simulate human language—and they’re incredibly good at that. Again, it’s important to realize that ChatGPT and LaMDA aren’t trained to be correct. What are the next steps?

Google 84

Google Media Engineering Internet 84

Dynatrace

NOVEMBER 2, 2022

Our technical overview Bootcamp team rounds off the day with an exciting deep dive technical session designed to demonstrate how to best innovate and operate with less effort. Who can you expect to see? Kicking off the event is the face of the Dynatrace partner business, Michael Allen. Save your space and Amplify your expertise.

Programming 192

Programming Innovation Design Development 192

The Netflix TechBlog

MARCH 4, 2024

The major services are as follows: Nightingale is a service running the ML model trained using Metaflow and is responsible for generating a retry recommendation. Training: Each record in the training set represents a potential retry which previously failed due to memory configuration errors or unclassified errors.

Tuning 210

Tuning Efficiency Big Data Engineering 210

O'Reilly

OCTOBER 12, 2021

Kevlin Henney and I were riffing on some ideas about GitHub Copilot , the tool for automatically generating code base on GPT-3’s language model, trained on the body of code that’s in GitHub. Second: Copilot was trained on the body of code in GitHub. The model will certainly need to be re-trained from time to time.

Code 120

Code Programming C++ Testing 120

Dynatrace

NOVEMBER 2, 2023

The result is smarter, data-driven solutions designed to manage cloud spend. It’s also important to provide training for engineers, developers, chief information officers, and any others as needed. What is FinOps? FinOps behavioral change management.

Cloud 198

Cloud Strategy Retail Energy 198

n0derunner

SEPTEMBER 15, 2023

Background For the past few months engineers from Nutanix have been participating in the MLPerftm Storage benchmark which is designed to measure the storage performance required for ML training workloads. Some technical notes on our submission to the benchmark committee. appeared first on n0derunner.

Benchmarking 59

Benchmarking Storage Servers Engineering 59

Strategic Tech

JUNE 21, 2020

Recently I ran a fully remote, 2 full-day, Strategic Domain-Driven Design workshop using Miro. All my private and public trainings until March this year had been in-person. I knew that I didn’t want the online workshop to be a poor version of the in-person training. The ability to design exercises in Miro is out of this world.

Design 98

Design Logistics Transportation Architecture 98

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 127

Design Website Scalability Availability 127

Scalegrid

JANUARY 9, 2024

These assist with identifying vulnerabilities through conducting thorough assessments and scanning activities specifically designed for evaluating configurations related to storage and overall vulnerability within the company’s chosen cloud service provider(s).

Strategy 130

Strategy Cloud Best Practices Government 130

High Scalability

APRIL 14, 2020

has hours of system design content. They also do live system design discussions every week. 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. Who's Hiring? InterviewCamp.io

Education 105

Education Software Engineering Scalability Engineering 105

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

High Scalability

MAY 12, 2020

has hours of system design content. They also do live system design discussions every week. 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. Who's Hiring? InterviewCamp.io

Education 102

Education Software Engineering Scalability Engineering 102

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.

Open Source 252

Open Source Software Engineering Internet Internet 252

High Scalability

APRIL 28, 2020

has hours of system design content. They also do live system design discussions every week. 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. Who's Hiring? InterviewCamp.io

Education 102

Education Software Engineering Scalability Engineering 102

O'Reilly

OCTOBER 17, 2023

Although I agree that designing good prompts for AI is an important skill, Agarwal overstates his case. Designing and writing software systems that generate prompts automatically. Designing automated prompting systems is clearly important. And that you could learn the basics in two hours.

Programming 100

Programming Education Engineering Design 100

High Scalability

MAY 26, 2020

has hours of system design content. They also do live system design discussions every week. 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. Who's Hiring?

Education 100

Education AWS Software Engineering Scalability 100

High Scalability

MARCH 30, 2020

has hours of system design content. They also do live system design discussions every week. Level up on in-demand technologies and prep for your interviews on Educative.io, featuring popular courses like the bestselling Grokking the System Design Interview. Learn how to train interviewers so everyone's on the same page.

Education 105

Education Software Engineering Engineering Big Data 105

The Morning Paper

OCTOBER 18, 2020

What really blew me away, is that this result includes the time taken to train the model used! Radix Sort is carefully designed to make effective use of the L2 cache and sequential memory accesses, whereas Learned Sort is making random accesses all over the destination array. The big idea. That’s going to be at position 287!

Cache 137

Cache C++ Java Tuning 137

High Scalability

MARCH 24, 2020

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. Learn how to train interviewers so everyone's on the same page.

Education 105

Education Software Engineering Engineering Big Data 105