The Netflix TechBlog

FEBRUARY 13, 2023

Training Performance Media model training poses multiple system challenges in storage, network, and GPUs. For instance, matching across a series with 10 episodes with an average of 2K shots per episode translates into 200M comparisons. Match Cutting across titles Step 4 entails a computation that is quadratic in the number of shots.

Media 290

Media Storage Infrastructure Systems 290

The Netflix TechBlog

DECEMBER 2, 2019

Suppose the encoding team develops more efficient encodes that improve video quality for members with the lowest quality (those streaming on low bandwidth networks). Your instinct might tell you this is caused by an unusually slow network, but you still become frustrated that the video quality is not perfect.

Metrics 143

Metrics Strategy Efficiency Testing 143

The Netflix TechBlog

DECEMBER 2, 2019

Suppose the encoding team develops more efficient encodes that improve video quality for members with the lowest quality (those streaming on low bandwidth networks). Your instinct might tell you this is caused by an unusually slow network, but you still become frustrated that the video quality is not perfect.

Metrics 140

Metrics Strategy Efficiency Testing 140

All Things Distributed

MARCH 19, 2018

Amazon SageMaker training supports powerful container management mechanisms that include spinning up large numbers of containers on different hardware with fast networking and access to the underlying hardware, such as GPUs. Cross-instance support relies heavily on containerization.

Scalability 159

Scalability Hardware AWS Tuning 159

The Netflix TechBlog

DECEMBER 2, 2019

Suppose the encoding team develops more efficient encodes that improve video quality for members with the lowest quality (those streaming on low bandwidth networks). Your instinct might tell you this is caused by an unusually slow network, but you still become frustrated that the video quality is not perfect.

Metrics 130

Metrics Strategy Efficiency Testing 130

The Agile Manager

JANUARY 31, 2020

Algorithms are cheaper than humans and can be networked to perform complex collections of tasks at a speed, and subsequently a scale, that humans cannot achieve. There is a popular theory that technological innovation has become more important than capital in setting prevailing economic conditions.

Energy 52

Energy Government Entertainment Innovation 52

All Things Distributed

NOVEMBER 30, 2016

in ML and neural networks) and access to vast amounts of data. The power of Alexa in the hands of every developer, without having to know deep learning technologies like speech recognition, has the potential of sparking innovation in entirely new categories of products and services. Face recognition.

AWS 165

AWS Lambda Artificial Intelligence Mobile 165

All Things Distributed

AUGUST 16, 2012

An apples to apples comparison of the costs associated with running various usage patterns on-premises and with AWS requires more than a simple comparison of hardware expense versus always-on utility pricing for compute and storage. Total Cost of Ownership. s ideas are tested in the market.

AWS 118

AWS Hardware Traffic Best Practices 118

Testsigma

DECEMBER 20, 2019

Testing continued to evolve, and it took advantage of technology innovations. Deep learning : Uses multiple layers of neural networks that extract information progressively from the input. AI-powered UI testing offers more accuracy in comparison with manual UI testing. Test automation with AI: The need to embrace innovation.

Artificial Intelligence 54

Artificial Intelligence Testing Healthcare Innovation 54

Smashing Magazine

NOVEMBER 22, 2021

While mobile devices have come a long way in terms of network and CPU speed, many of them are still significantly underpowered when compared to desktops, especially in countries where mobile connectivity is still poor. This is more than the median improvement in network speeds during the same period, which results in slower loading times.

Website 126

Website Performance Google Media 126

Testsigma

JANUARY 30, 2021

Each smartphone comes with various screen sizes and resolutions, operates on different network speeds, and has different hardware capabilities. And here I’d also like to tell you about Testsigma (a mobile testing tool) , because it has really done some good work and innovation in order to simplify the mobile testing needs. Signup Now.

Mobile 52

Mobile Testing Website Internet 52

The Agile Manager

JUNE 23, 2007

Thus leadership and its derivative characteristics - notably innovation and responsiveness - are the result of calculated, not wanton, risk taking. They compete on cost (through, for example, labour arbitrage or volume discounts) as opposed to differentiation on value (that is, as drivers of innovation or invention.)

Technology 40

Technology Technology Energy Innovation 40

SQL Server According to Bob

JANUARY 11, 2020

​​ With new ​​ innovations ​​ come ​​ new terms, designs, ​​ and ​​ algorithms. url=/library/en-us/fileio/fs/sparse_files.asp ) ​​ on the ​​ Microsoft Developer Network ​​ (MSDN).

Servers 40

Servers Cache Database Media 40