The Netflix TechBlog

NOVEMBER 17, 2022

While conventional video codecs remain prevalent, NN-based video encoding tools are flourishing and closing the performance gap in terms of compression efficiency. During training, our goal is to generate the best downsampled representation such that, after upscaling, the mean squared error is minimized.

Network 292

Network Media Innovation Efficiency 292

Dynatrace

FEBRUARY 1, 2024

For example, a CNBC report found that training just one LLM can cost millions of dollars, and then millions more to update. Bernd Greifeneder, Dynatrace founder and CTO, acknowledged in his opening remarks at Dynatrace Perform 2024 that even his team suffers from tool sprawl. We can’t risk the stability or performance of the services.”

Cloud 210

Cloud Energy Innovation Infrastructure 210

Dynatrace

JANUARY 4, 2024

While this approach can be effective if the model is trained with a large amount of data, even in the best-case scenarios, it amounts to an informed guess, rather than a certainty. Because IT systems change often, AI models trained only on historical data struggle to diagnose novel events. That’s where causal AI can help.

Government 199

Government Analytics Benchmarking Storage 199

The Morning Paper

AUGUST 25, 2019

Snuba: automating weak supervision to label training data Varma & Ré, VLDB 2019. It’s tackling the same fundamental problem: how to gather enough labeled data to train a model, and how to effectively use it in a weak supervision setting (supervised learning with noisy labels). F1 points in terms of end model performance.

Logistics 76

Logistics Efficiency Design Network 76

Dynatrace

DECEMBER 30, 2021

Organizations need automatic intelligence to identify the root cause of cloud systems’ performance and security issues. Using automatic and intelligent observability promotes faster innovation, greater efficiency, and better business outcomes. The goal is to identify issues before they affect system performance or user experience.

Strategy 222

Strategy Energy Cloud Innovation 222

Edge Perspectives

MARCH 26, 2019

In our Big Shift world, we confront the imperative of institutional innovation – shifting from institutional models built on scalable efficiency to institutional models built on scalable learning. I’ve written and spoken about this a lot over the years and one of the most common pushbacks I get is – “so, are you against efficiency?”

Efficiency 89

Efficiency Scalability Innovation Programming 89

Dynatrace

SEPTEMBER 21, 2023

As global warming advances, growing IT carbon footprints are pushing energy-efficient computing to the top of many organizations’ priority lists. Energy efficiency is a key reason why organizations are migrating workloads from energy-intensive on-premises environments to more efficient cloud platforms.

Energy 233

Energy Cloud Airlines Strategy 233

Scalegrid

JANUARY 12, 2024

Simply put, it’s the set of computational tasks that cloud systems perform, such as hosting databases, enabling collaboration tools, or running compute-intensive algorithms. This article analyzes cloud workloads, delving into their forms, functions, and how they influence the cost and efficiency of your cloud infrastructure.

Cloud 130

Cloud Virtualization Storage Efficiency 130

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. Not only will they get much more out of the tools they use daily, but they’ll also be able to deliver superior functionality, efficiency, and performance to your customers.

AWS 209

AWS Best Practices Analytics Cloud 209

Dynatrace

AUGUST 2, 2021

Using Dynatrace, VA can observe application performance and increase application visibility as well as determine application efficiency. With the cloud, developers can build more capabilities, more efficiently and responders can prevent or identify and fix problems faster. “It

Government 245

Government Strategy Cloud Efficiency 245

Dynatrace

JUNE 1, 2023

Service level objectives (SLOs) provide a powerful framework for measuring and maintaining software performance, reliability, and user satisfaction. SLOs are a valuable tool for organizations to ensure the health and performance of their applications. But how do you get started, and what are some service level objective examples?

Latency 176

Latency Website Traffic Virtualization 176

Dynatrace

NOVEMBER 2, 2023

FinOps helps engineering, development, finance, and business teams meet critical key performance indicators (KPIs) and fulfill service-level agreements. It’s also important to provide training for engineers, developers, chief information officers, and any others as needed. FinOps behavioral change management.

Cloud 195

Cloud Strategy Retail Energy 195

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

JUNE 1, 2023

Service level objectives (SLOs) provide a powerful framework for measuring and maintaining software performance, reliability, and user satisfaction. Teams can build on these SLO examples to improve application performance and reliability. In this post, I’ll lay out five SLO examples that every DevOps and SRE team should consider.

Traffic 173

Traffic Latency Website Virtualization 173

Dynatrace

APRIL 21, 2023

State and local agencies must spend taxpayer dollars efficiently while building a culture that supports innovation and productivity. APM helps ensure that citizens experience strong application reliability and performance efficiency. million annually through retiring legacy technology debt and tool rationalization.

Government 160

Government Infrastructure Innovation Monitoring 160

Dynatrace

JUNE 14, 2023

And specifically, how Dynatrace can help partners deliver multicloud performance and boundless analytics for their customers’ digital transformation and success. The Services Endorsement Program includes training and certification for partners that span unified observability and security, AIOps, and advanced DevSecOps and CloudOps.

Programming 180

Programming Analytics Innovation Best Practices 180

Dynatrace

MAY 8, 2023

Some of the benefits organizations seek from digital transformation journeys include the following: Increased DevOps automation and efficiency. Digital tools and technologies provide a more efficient way of doing things. Improved customer experience. federal agency. Previously, they had 12 tools with different traffic thresholds.

Strategy 175

Strategy Retail DevOps Education 175

Dynatrace

MAY 24, 2021

And we believe this is supported by the analyst community as we were recognized as a Leader in the 2021 Gartner Magic Quadrant for Application Performance Monitoring and scoring highest in four of five use cases in the 2021 Gartner Critical Capabilities for APM report. Training & Certification Award: Accenture. Partner Pro Club.

Programming 234

Programming Cloud Virtualization Technology 234

Dynatrace

JANUARY 31, 2024

This unified approach reduces the total cost of ownership (TCO), cutting down on the overhead costs associated with managing multiple standalone tools and training costs and simplifying procurement and vendor management. The new Discovery & Coverage app helps achieve these full monitoring coverage goals.

Analytics 173

Analytics Infrastructure Monitoring Cloud 173

Alex Russell

JANUARY 30, 2024

The usual caveats also apply: Performance is a deep and nuanced domain, and much can go wrong beyond content size and composition. How sites manage resources after-load can have a big impact on perceived performance. Until and unless teams have better data about their performance, the global baseline budget should be enforced.

Performance 90

Performance Network Mobile Speed 90

Dynatrace

JUNE 8, 2021

This post was co-authored by Jean-Louis Lormeau, Digital Performance Architect at Dynatrace. . You’ll learn how to create production SLOs, to continuously improve the performance of services, and I’ll guide you on how to become a champion of your sport by: Creating calculated metrics with the help of multidimensional analysis.

Metrics 166

Metrics Tuning Programming Systems 166

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. This begins not only in designing the algorithm or coming out with efficient and robust architecture but right onto the choice of programming language.

Java 207

Java C++ Benchmarking Programming 207

Dynatrace

OCTOBER 5, 2022

Owning the responsibility and effort to build good cyber security practices now will improve your DevSecOps team’s overall productivity and efficiency in the future. Teams should be trained on security concerns in addition to their typical responsibilities. What is Cybersecurity Awareness Month all about? What does that mean?

Best Practices 193

Best Practices Education Monitoring Government 193

Dynatrace

OCTOBER 17, 2022

This increased automation, resilience, and efficiency helps DevOps teams speed up software delivery and accelerate the feedback loop — ultimately allowing them to innovate faster and more confidently. It works without having to identify training data, then training and honing. Analyze the data. Execute an action plan.

DevOps 195

DevOps Artificial Intelligence Healthcare Innovation 195

Dynatrace

JUNE 5, 2023

As a result, ChatOps has gained widespread popularity as more companies look for ways to improve collaboration, efficiency, and automation. Teams integrate automated scripts into the chat or messaging tool in the form of chatbots, which can perform a wide range of tasks, such as provisioning resources, deploying code, and monitoring systems.

Google 201

Google DevOps Efficiency Monitoring 201

Dynatrace

MAY 24, 2021

And we believe this is supported by the analyst community as we were recognized as a Leader in the 2021 Gartner Magic Quadrant for Application Performance Monitoring and scoring highest in four of five use cases in the 2021 Gartner Critical Capabilities for APM report. Training & Certification Award: Accenture. Partner Pro Club.

Programming 170

Programming Cloud Virtualization Technology 170

Dynatrace

JULY 6, 2022

Ultimately, IT automation can deliver consistency, efficiency, and better business outcomes for modern enterprises. AI that is based on machine learning needs to be trained. IT automation tools can achieve enterprise-wide efficiency. By tuning workflows, you can increase their efficiency and effectiveness. Read eBook now!

Artificial Intelligence 188

Artificial Intelligence Tuning Strategy Big Data 188

Percona

APRIL 24, 2023

Indexes are generally considered to be the panacea when it comes to SQL performance tuning, and PostgreSQL supports different types of indexes catering to different use cases. The benefits come with a cost in terms of performance and resource consumption. Indexes can get bloated and become less efficient over time.

Tuning 124

Tuning Cache Storage Database 124

Dynatrace

JANUARY 31, 2022

Gaining visibility to manage the performance and security of serverless applications in distributed public clouds can be difficult. At Perform 2022, Dynatrace will showcase how its observability platform extends AI-powered insights to serverless architecture spanning multiple cloud environments.

Serverless 176

Serverless Architecture Open Source Innovation 176

Dynatrace

FEBRUARY 15, 2023

This is only possible because of our no-index approach and massive parallel processing capabilities, which enable Dynatrace to offer extra-long data retention (15+ months) at full granularity that is cost-efficient and fast. Users need to be able to work efficiently regardless of how large their environments are.

Analytics 229

Analytics Social Media Metrics Efficiency 229

Dynatrace

MAY 17, 2023

GPT (generative pre-trained transformer) technology and the LLM-based AI systems that drive it have huge implications and potential advantages for many tasks, from improving customer service to increasing employee productivity. This is one example of the many use cases we’re exploring.

Innovation 259

Innovation Software Software Artificial Intelligence 259

Scalegrid

MAY 13, 2020

Greenplum uses an MPP database design that can help you develop a scalable, high performance deployment. High performance, query optimization, open source and polymorphic data storage are the major Greenplum advantages. Here are some of the key Greenplum advantages that can help you improve your database performance: High Performance.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Scalegrid

JANUARY 9, 2024

Read also – Key Advantages of DBMS for Efficient Data Management Strategies to Prevent Unauthorized Data Access Enterprise cloud security is significantly threatened by unauthorized data access. Data encryption should be applied along with robust access controls and efficient encryption key management procedures.

Strategy 130

Strategy Cloud Best Practices Government 130

Dynatrace

FEBRUARY 28, 2022

The most successful organizations manage a skilled team that knows how to accelerate throughput and drive efficiency across their SDLC. Performance planning. As team members work towards their annual self-improvement and performance goals, Dynatrace University is a key contributor. Learning paths. Blended learning at scale.

Virtualization 199

Virtualization Education Cloud Monitoring 199

The Netflix TechBlog

MAY 21, 2019

Netflix engineers run a series of tests and benchmarks to validate the device across multiple dimensions including compatibility of the device with the Netflix SDK, device performance, audio-video playback quality, license handling, encryption and security. Likewise it has very low requirements on the initial amount of training data.

Testing 163

Testing AWS Lambda Network 163

Percona

NOVEMBER 3, 2023

This entails providing comprehensive training for your staff, equipping them with both foundational and sophisticated testing methodologies. Additionally, it involves the acquisition or development of specialized testing software, which often comes with its own set of training requirements. You’ve probably heard of Patreon.

Database 81

Database Open Source Benchmarking Strategy 81

Dynatrace

NOVEMBER 24, 2022

When the world experiences tougher times, we see organizations turn to technology to gain efficiencies, to transform through digitization and automation. And to put that more simply, it’s all about doing more with less,” Michael said. Then, we look at the user’s expectations – they’ve gone through the roof.

Innovation 158

Innovation Virtualization Programming Energy 158