The Netflix TechBlog

NOVEMBER 13, 2023

In this blog post, we will introduce speech and music detection as an enabling technology for a variety of audio applications in Film & TV, as well as introduce our speech and music activity detection (SMAD) system which we recently published as a journal article in EURASIP Journal on Audio, Speech, and Music Processing.

Architecture 236

Architecture Energy Benchmarking Processing 236

Dynatrace

FEBRUARY 26, 2024

During the Dynatrace annual user conference, Perform , the Partner Summit session returned, welcoming Global System Integrators (GSIs), Hyperscalers, and Cloud Solutions Partners to participate. Dynatrace is reevaluating and enhancing its Partner Program, and the goal is clear: to act as one cohesive unit and deliver more value to customers.

Artificial Intelligence 206

Artificial Intelligence IoT Programming Innovation 206

Dynatrace

SEPTEMBER 30, 2021

Major cloud providers such as AWS offer certification programs to help technology professionals develop and mature their cloud skills. 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?

AWS 222

AWS Best Practices Cloud Analytics 222

Dynatrace

JUNE 8, 2021

In software we use the concept of Service Level Objectives (SLOs) to enable us to keep track of our system versus our goals, often shown in a dashboard – like below –, to help us to reach an objective or provide an excellent service for users. The training program to proactively improve your services. Then let’s go!

Metrics 176

Metrics Tuning Programming Systems 176

Dynatrace

MAY 24, 2021

Supporting more modern cloud technologies and eco-system extensions than any other observability solution enables frictionless deployment and insights into the vast array of technologies enterprise customers are adopting: Key announcements. Partner Program update – new Ignite tier. Partner Competency Program.

Programming 181

Programming Cloud Virtualization Technology 181

Dynatrace

MARCH 13, 2024

The Network and Information Systems 2 (NIS2) Directive, which goes into effect in Oct 2024, aims to enhance the security of network and information systems throughout the EU. NIS2 is an evolution of the Network and Information Systems (NIS) Security Directive, which has been in effect since 2016.

Best Practices 240

Best Practices Education Strategy Analytics 240

All Things Distributed

NOVEMBER 22, 2016

Machine learning is playing an increasingly important role in many areas of our businesses and our lives and is being employed in a range of computing tasks where programming explicit algorithms is infeasible. Some examples of popular deep learning frameworks that we support on AWS include Caffe, CNTK, MXNet, TensorFlow, Theano, and Torch.

AWS 165

AWS Open Source Scalability Programming 165

O'Reilly

JULY 25, 2023

The inspiration (and title) for it comes from Mike Loukides’ Radar article on Real World Programming with ChatGPT , which shares a similar spirit of digging into the potential and limits of AI tools for more realistic end-to-end programming tasks. Setting the Stage: Who Am I and What Am I Trying to Build?

Programming 98

Programming Code Design Benchmarking 98

Tasktop

OCTOBER 12, 2020

If your customers don’t know what’s slowing them down, or why their Agile and DevOps transformations are hitting a wall, then the Flow Partner Program is for you. Now, with the revitalized Flow Partner Program , our partners can access the very latest solutions and training to enjoy the same success. . Key Program Highlights.

Programming 98

Programming DevOps Healthcare Strategy 98

The Netflix TechBlog

APRIL 29, 2019

Various software systems are needed to design, build, and operate this CDN infrastructure, and a significant number of them are written in Python. The configuration of these devices is controlled by several other systems including source of truth, application of configurations to devices, and back up.

Open Source 280

Open Source Network Infrastructure Big Data 280

Dynatrace

NOVEMBER 18, 2024

Meanwhile, cost reduction programs affect budgets, constrain technology investment, and inhibit innovation. In such a fragmented landscape, having clear, real-time insights into granular data for every system is crucial. It refocuses resources on high-value tasks rather than managing legacy tools.

Strategy 182

Strategy Innovation Cloud Efficiency 182

The Netflix TechBlog

MAY 28, 2021

Whether they worked at a manufacturer for very large industrial ventilation systems , or in finance, healthcare, or elsewhere in tech (big or small), most people on my team have unique paths to their current positions at Netflix. When I was growing up, I developed a strong interest in the space program. loved space movies (still do!),

Healthcare 211

Healthcare Entertainment Analytics Programming 211

Testlodge

MARCH 12, 2024

System testing involves analyzing the behavior and functionality of a fully integrated application. The program has several features like account sign-up, log-in, recurring payments, and one-time payments. While being integrated with the system, each component is analyzed individually.

Systems 90

Systems Testing Open Source Hardware 90

O'Reilly

SEPTEMBER 15, 2021

Most respondents participated in training of some form. Learning new skills and improving old ones were the most common reasons for training, though hireability and job security were also factors. Company-provided training opportunities were most strongly associated with pay increases. Demographics. Salaries by Gender.

Azure 145

Azure Programming AWS Social Media 145

Dynatrace

JULY 3, 2024

APAC winners ApMoSys Technologies , Expansion Partner of the Year Award Core Consulting , Partner of the Year Award ExtremeData , Power of 3 Partner Award Fujitsu Limited , Rising Star Award Mohit Walke ( Hitachi Systems ), Special Recognition Award of Excellence Nexus Technologies Inc.

Innovation 194

Innovation Technology Technology Cloud 194

The Netflix TechBlog

MAY 21, 2019

There are several problems efficient test scheduling could help us solve: Quickly detect a regression in the integration of the Netflix SDK on a consumer electronic or MVPD (multichannel video programming distributor) device. Likewise it has very low requirements on the initial amount of training data.

Testing 164

Testing AWS Lambda Network 164

High Scalability

DECEMBER 16, 2022

Cloud computing has become a widely-used model of computing, as it offers a number of benefits over traditional, on-premises computing systems. 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. Can you expand? Are you hosted on the cloud?

Cloud 201

Cloud Serverless Internet Internet 201

The Netflix TechBlog

DECEMBER 23, 2020

By Fabio Kung , Sargun Dhillon , Andrew Spyker , Kyle , Rob Gulewich, Nabil Schear , Andrew Leung , Daniel Muino, and Manas Alekar As previously discussed on the Netflix Tech Blog, Titus is the Netflix container orchestration system. everything from the frontend API for netflix.com, to machine learning training workloads, to video encoders.

Media 297

Media Metrics Systems Processing 297

The Netflix TechBlog

OCTOBER 18, 2022

These include ETL pipelines, ML model training workflows, batch jobs, etc. Due to its popularity, the number of workflows managed by the system has grown exponentially. The scheduler on-call has to closely monitor the system during non-business hours. A large number of batch workflows run daily to serve various business needs.

Java 214

Java Scalability Traffic Architecture 214

Dynatrace

DECEMBER 5, 2023

Do material incidents on “third-party systems” require disclosure? The mandate explains why this is the case: “A reasonable investor would [not] view a significant breach of a registrant’s data as immaterial merely because the data were housed on a third-party system ….

Best Practices 263

Best Practices Government C++ Education 263

Dynatrace

DECEMBER 13, 2023

That’s why many organizations are turning to generative AI—which uses its training data to create text, images, code, or other types of content that reflect its users’ natural language queries—and platform engineering to create new efficiencies and opportunities for innovation. Technology prediction No. Technology prediction No.

Technology 216

Technology Technology Artificial Intelligence Analytics 216

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. Given enough unit tests and acceptance tests, we can imagine a system for automatically generating code that is correct. Do we care?

Code 122

Code Programming C++ Testing 122

The Morning Paper

JUNE 27, 2019

Machine learning systems are stuck in a rut Barham & Isard, HotOS’19. In this paper we argue that systems for numerical computing are stuck in a local basin of performance and programmability. Challenges optimising whole programs. “ Challenges evolving programming languages. GPU and TPU).

Systems 87

Systems Programming Tuning Innovation 87

All Things Distributed

OCTOBER 25, 2018

With the AWS based system, Exatype can do this at a fraction of the cost. As well as helping customers in South Africa, and across the continent with technology, we also have a number of programs to help foster startups and to support the development of technology skills in the education sector.

AWS 167

AWS Cloud Education Programming 167

O'Reilly

JUNE 18, 2024

Last month, TheNew York Times claimed that tech giants OpenAI and Google have waded into a copyright gray area by transcribing the vast volume of YouTube videos and using that text as additional training data for their AI models despite terms of service that prohibit such efforts and copyright law that the Times argues places them in dispute.

Social Media 141

Social Media Media Open Source Traffic 141

High Scalability

SEPTEMBER 14, 2018

editingemily : "In peacetime, a ticketing system is great. Uniting multidisciplinary teams of researchers and educators from 17 universities, IRIS-HEP will receive $5 million a year for five years from the NSF with a focus on producing innovative software and training the next generation of users. Complex systems run in degraded mode.

Internet 30

Internet Internet Scalability Education 30

Dynatrace

JULY 6, 2022

While automating IT practices can save administrators a lot of time, without AIOps, the system is only as intelligent as the humans who program it. AI that is based on machine learning needs to be trained. These capabilities support business processes, spanning internal business systems and customer-facing applications.

Artificial Intelligence 202

Artificial Intelligence Tuning Strategy Big Data 202

O'Reilly

OCTOBER 19, 2021

There is a decades-long tradition of data-centric programming : developers who have been using data-centric IDEs, such as RStudio, Matlab, Jupyter Notebooks, or even Excel to model complex real-world phenomena, should find this paradigm familiar. Today, a number of cloud-based, auto-scaling systems are easily available, such as AWS Batch.

DevOps 140

DevOps Software Engineering Infrastructure Open Source 140

The Netflix TechBlog

DECEMBER 11, 2020

This gives us access to Netflix’s Java ecosystem, while also giving us the robust language features such as coroutines for efficient parallel fetches, and an expressive type system with null safety. The schema registry also integrates with our CI/CD systems like Spinnaker to automatically setup cloud networking for DGSs.

Architecture 257

Architecture Best Practices Engineering Open Source 257

Dynatrace

DECEMBER 10, 2020

During the recent pandemic, organizations that lack processes and systems to scale and adapt to remote workforces and increased online shopping are feeling the pressure even more. Company brands are now measured by the “app” and “app experience” and expect every application to be as fast as Google.

Strategy 190

Strategy Performance Logistics Monitoring 190

O'Reilly

NOVEMBER 26, 2024

They don’t respond to changes quickly, and that leaves them particularly vulnerable when providing training for industries where change is rapid. Staying current in the tech industry is a bit like being a professional athlete: You have to train daily to maintain your physical conditioning.

Education 80

Education Azure AWS Java 80

Dynatrace

NOVEMBER 12, 2021

A new generation of automated solutions — designed to provide end-to-end observability of assets, applications, and performance across legacy and cloud systems — make that job easier, says Federal Chief Technology Officer Willie Hicks at Dynatrace. They don’t have visibility or “observability” in their systems. What’s the root cause?

Cloud 183

Cloud Monitoring Network Azure 183

All Things Distributed

DECEMBER 13, 2016

At re:Invent 2016 , AWS announced Greengrass (in limited preview), a new service designed to extend the AWS programming model to small, simple, field-based devices. Fraud.net uses AWS to build and train machine learning models in detecting online payment fraud. Fraud.net is a good example of this. Fraud.net is a good example of this.

AWS 157

AWS Cloud Artificial Intelligence IoT 157

Dynatrace

JUNE 5, 2023

If you’re in IT, you know how important it is to keep an eye on your systems and infrastructure in real-time. In the past, ITOps teams communicated by phone, email, and other tools, interacting manually with ticketing systems for technical support and incident management. What is a ChatBot?

Google 214

Google DevOps Efficiency Monitoring 214

O'Reilly

MARCH 23, 2023

It can pretend to be an operating system. which has received some specialized training. with specialized training. Sydney is based on GPT-4, 1 with additional training. Kosmos-1 Developed by Microsoft, and trained on image content in addition to text. And some of these things are mind blowing. It’s much more.

Google 107

Google Open Source Programming Code 107

All Things Distributed

NOVEMBER 13, 2018

This includes system integration (SI) and independent software vendor (ISV) partners who have built cloud practices and innovative technology solutions using AWS. In 2013, we launched a dedicated program called AWS Activate. This program gives startups access to guidance and one-on-one time with AWS experts.

AWS 165

AWS Energy Automotive Traffic 165

All Things Distributed

SEPTEMBER 25, 2017

We have supported the development of technology skills across the region with Training and Certification programs to help customers develop skills to design, deploy, and operate their infrastructure and applications on the AWS Cloud. The BIPA has moved their Learning Management System to AWS, reducing costs by over 90%.

Cloud 122

Cloud Education Energy Government 122