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 196

Storage Design Scalability Latency 196

Dynatrace

JULY 25, 2023

Large language models (LLMs), which are the foundation of generative AIs, are neural networks: they learn, summarize, and generate content based on training data. Observability, security, and business use cases raise additional challenges as they need precision and reproducibility.

Best Practices 238

Best Practices Analytics Metrics Code 238

The Morning Paper

JUNE 11, 2019

Beyond data and model parallelism for deep neural networks Jia et al., The goal here is to reduce the training times of DNNs by finding efficient parallel execution strategies, and even including its search time, FlexFlow is able to increase training throughput by up to 3.3x SysML’2019. Expanding the search space.

Network 81

Network Strategy Hardware Benchmarking 81

Dynatrace

DECEMBER 5, 2023

The mandate also requires that organizations disclose overall cybersecurity risk management, strategy, and governance. Be sure to incorporate cybersecurity into every one of your organization’s strategies to ensure full coverage.

Best Practices 258

Best Practices Government C++ Education 258

Dynatrace

JANUARY 22, 2024

Most AI today uses association-based machine learning models like neural networks that find correlations and make predictions based on them. Marketers can use these insights to better understand which messages resonate with customers and tailor their marketing strategies accordingly. However, correlation does not imply causation.

Artificial Intelligence 214

Artificial Intelligence Healthcare Retail Government 214

CSS Wizardry

OCTOBER 27, 2018

Simply knowing the different forms of performance testing that we have available to us, and where they sit in the product development process, makes it much easier for businesses to adopt a performance strategy and keep on top of things. The reason I refer to this as Proactive testing is becasue we generally do. Who: Engineers.

Performance Testing 196

Performance Testing Testing Performance Strategy 196

Dynatrace

JULY 6, 2022

More than half of all respondents cited two key SRE adoption barriers: the perceived difficulty of training existing IT professionals in SRE best practices, and the cost and difficulty of finding skilled professionals. In a talent-constrained market, the best strategy could be to develop expertise from within the organization.

Best Practices 194

Best Practices Open Source Tuning Infrastructure 194

Dynatrace

SEPTEMBER 30, 2021

It requires purchasing, powering, and configuring physical hardware, training and retaining the staff capable of servicing and securing the machines, operating a data center, and so on. A cloud migration strategy, however, provides technical optimization that’s also firmly rooted in the business value chain. Read eBook now!

Cloud 170

Cloud Traffic Best Practices Strategy 170

Scalegrid

JANUARY 11, 2024

This article strips away the complexities, walking you through best practices, top tools, and strategies you’ll need for a well-defended cloud infrastructure. These include alert fatigue, lack of context, and absence of strategy. Get ready for actionable insights that balance technical depth with practical advice.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

Scalegrid

JANUARY 12, 2024

This is sometimes referred to as using an “over-cloud” model that involves a centrally managed resource pool that spans all parts of a connected global network with internal connections between regional borders, such as two instances in IAD-ORD for NYC-JS webpage DNS routing. This also aids scalability down the line.

Cloud 130

Cloud Virtualization Storage Efficiency 130

The Netflix TechBlog

DECEMBER 2, 2019

Julie (Novak) Beckley, Andy Rhines, Jeffrey Wong, Matthew Wardrop, Toby Mao, Martin Tingley Ever wonder why Netflix works so well when you’re streaming at home, on the train, or in a foreign hotel? The Bootstrapping Methods Suppose you are watching The Crown on a train and Claire Foy’s face appears pixelated.

Metrics 146

Metrics Strategy Testing Efficiency 146

The Morning Paper

SEPTEMBER 22, 2019

The secret sharer: evaluating and testing unintended memorization in neural networks Carlini et al., Take a system trained to make predictions on a language (word or character) model – an example you’re probably familiar with is Google Smart Compose. Can we efficiently extract secrets from pre-trained models?

Network 55

Network Testing Strategy Google 55

The Netflix TechBlog

DECEMBER 2, 2019

Julie (Novak) Beckley, Andy Rhines, Jeffrey Wong, Matthew Wardrop, Toby Mao, Martin Tingley Ever wonder why Netflix works so well when you’re streaming at home, on the train, or in a foreign hotel? The Bootstrapping Methods Suppose you are watching The Crown on a train and Claire Foy’s face appears pixelated.

Metrics 143

Metrics Strategy Testing Efficiency 143

Tasktop

OCTOBER 12, 2020

A telecom giant changing its outsourcing strategy to negotiate better terms with its service partners. Now, with the revitalized Flow Partner Program , our partners can access the very latest solutions and training to enjoy the same success. . Expert Support and Training. A leading U.S New motivator for integration.

Programming 98

Programming DevOps Healthcare Strategy 98

The Netflix TechBlog

DECEMBER 11, 2020

The biggest challenge was aligning on this strategy across the organization. The schema registry also integrates with our CI/CD systems like Spinnaker to automatically setup cloud networking for DGSs. The original monolith is slated to be completely deprecated by the end of 2020. This journey hasn’t been without its challenges.

Architecture 256

Architecture Best Practices Engineering Open Source 256

Dynatrace

NOVEMBER 15, 2021

Working on a customer win-back strategy is cost-intensive and not always fruitful, which makes having an excellent DX more crucial than ever. You may think you can rely on customer loyalty, but according to McKinsey , since the start of the COVID-19 pandemic, 75% of U.S.

Mobile 224

Mobile Social Media Monitoring Metrics 224

The Netflix TechBlog

DECEMBER 2, 2019

Julie (Novak) Beckley, Andy Rhines, Jeffrey Wong, Matthew Wardrop, Toby Mao, Martin Tingley Ever wonder why Netflix works so well when you’re streaming at home, on the train, or in a foreign hotel? The Bootstrapping Methods Suppose you are watching The Crown on a train and Claire Foy’s face appears pixelated.

Metrics 130

Metrics Strategy Testing Efficiency 130

Smashing Magazine

DECEMBER 23, 2020

However, let’s take a step further and learn how to deploy modern qualities to PWAs, such as offline functionality, network-based optimizing, cross-device user experience, SEO capabilities, and non-intrusive notifications and requests. Optimizing Based On Network Usage. Cache first, then network. Large preview ).

Cache 126

Cache Internet Internet Google 126

O'Reilly

JUNE 20, 2023

Verification, including that of the identity of all participants in a blockchain network, and compliance are woven throughout the workflow and processes. If data on the blockchain network ever undergoes tampering, the cryptographic hash used as verification will no longer compute to the same value.

Blockchain 80

Blockchain Network Government Programming 80

Scalegrid

JANUARY 5, 2024

This article cuts through the complexity to showcase the tangible benefits of DBMS, equipping you with the knowledge to make informed decisions about your data management strategies. Types of DBMS DBMS can be classified into hierarchical, network, relational, and object-oriented types.

Efficiency 147

Efficiency Storage Database Scalability 147

Percona

NOVEMBER 9, 2023

Kubernetes can be complex, which is why we offer comprehensive training that equips you and your team with the expertise and skills to manage database configurations, implement industry best practices, and carry out efficient backup and recovery procedures. Just consider the sheer number of people who stream Netflix every night!

Efficiency 109

Efficiency Cloud Healthcare Open Source 109

Dynatrace

JUNE 1, 2021

However, with today’s highly connected digital world, monitoring use cases expand to the services, processes, hosts, logs, networks, and of course, end-users that access these applications — including a company’s customers and employees. Mobile apps, websites, and business applications are typical use cases for monitoring.

Monitoring 148

Monitoring Mobile Social Media Open Source 148

Smashing Magazine

AUGUST 19, 2021

We can best prepare our colleagues to avoid these situations through similar training and standards.” — Victor Yocco. Unfortunately, many organizations may not have the resources to fund such training, nor provide the time needed to invest in it. Design Prototypes.

Code 139

Code Design Education Government 139

O'Reilly

NOVEMBER 28, 2023

Training models and developing complex applications on top of those models is becoming easier. Many of the new open source models are much smaller and not as resource intensive but still deliver good results (especially when trained for a specific application). report that the difficulty of training a model is a problem.

Open Source 110

Open Source Google Artificial Intelligence Infrastructure 110

O'Reilly

SEPTEMBER 19, 2023

A company then needed to train up their ops team to manage the cluster, and their analysts to express their ideas in MapReduce. And that brings our story to the present day: Stage 3: Neural networks High-end video games required high-end video cards. A basic, production-ready cluster priced out to the low-six-figures.

Hardware 100

Hardware Storage Big Data Blockchain 100

Percona

OCTOBER 18, 2023

Strategy: Choosing your path Having a strategy for your migration will make the move to open source go that much smoother. Your approach should align with your goals, abilities, and organizational requirements, and there are some common migration strategies for you to consider as you move forward.

Open Source 99

Open Source Database Strategy Hardware 99

O'Reilly

OCTOBER 11, 2022

As a trend, it’s not performing well on Google; it shows little long-term growth, if any, and gets nowhere near as many searches as terms like “Observability” and “Generative Adversarial Networks.” What will cause those trends to end, and what strategies will the business need to adopt? Was it trained using biased, unfair data?

Games 118

Games Processing Healthcare Systems 118

The Morning Paper

JUNE 27, 2019

Named dimensions are an easy to understand example, but the challenges go much deeper than that, and were keenly felt by the authors during research on Capsule networks. Performance on accelerators matters because almost all current machine learning research, and most training of production models, uses them. GPU and TPU).

Systems 87

Systems Programming Tuning Innovation 87

Smashing Magazine

AUGUST 3, 2023

As an online booking platform, we connect travelers with transport providers worldwide, offering bus, ferry, train, and car transfers in over 30 countries. While paid marketing strategies like Google Ads play a part in our approach as well, enhancing our organic traffic remains a major priority. SEO is key to our success.

Performance 75

Performance Cache Traffic Metrics 75

O'Reilly

MAY 19, 2020

Live online training, videos, books, certification prep, and more, from O’Reilly and our partner publishers. network engineer, at >2%) and management positions (IT manager, at close to 3%; operations manager at >1%). And about 10% work in technical management positions. Role of survey respondents.

Cloud 141

Cloud Serverless AWS DevOps 141

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. And that in order to achieve this strategy implementing a culture of performance throughout the organization is a must.

Website 129

Website Performance Google Website Performance 129

O'Reilly

APRIL 30, 2024

These algorithms save everyone time and money: by helping users navigate through thousands of products to find the ones with the highest quality and the lowest price, and by expanding the market reach of suppliers through Amazon’s delivery infrastructure and immense customer network. Disclosure is another powerful market-shaping tool.

Social Media 90

Social Media Artificial Intelligence Innovation Logistics 90

The Morning Paper

OCTOBER 3, 2019

A dataset of 113 million emails… The study is conducted in conjunction with Barracuda Networks, who obtained customer permission to use email data from the Office 365 employee mailboxes of 92 different organisations. These can be used to help train a phishing detector (classifier) which can flag additional potential phishing attacks.

Strategy 62

Strategy Network Availability Systems 62

Smashing Magazine

SEPTEMBER 6, 2021

Next, we’ll look at how to set up servers and clients (that’s the hard part unless you’re using a content delivery network (CDN)). Using just a few (but still more than one), however, could nicely balance congestion growth with better performance, especially on high-speed networks. Servers and Networks. Network Configuration.

Network 108

Network Servers Cache Traffic 108

The Morning Paper

SEPTEMBER 29, 2019

that means any third-party package can access the file system and network etc. We could also train and vet highly influential maintainers (the impact of this strategy is shown in the blue line in the chart above). Any third-party package added to an application has the full privileges of that application.

Code 76

Code Strategy Website Network 76

Tech News Gather

JUNE 15, 2023

In addition, it can also inculcate resources such as articles, podcasts, and breathing exercises to help users develop coping strategies and resilience. Music education and instrument training apps Unleash the musical potential within users through an app that offers comprehensive music lessons and instrument training.

Education 52

Education Virtualization Innovation Transportation 52

O'Reilly

NOVEMBER 21, 2019

These are tasks that comprise gaps in the midst of critical workflows or processes; tasks that (as often as not) connect or span separate programs, systems, or networks. prompts, a user like Maddie generates a training data set for a software robot to work with and learn from. A history lesson might be helpful here.

Processing 83

Processing Programming Virtualization Technology 83