The Netflix TechBlog

NOVEMBER 17, 2022

During training, our goal is to generate the best downsampled representation such that, after upscaling, the mean squared error is minimized. We focus on a robust downscaler that is trained given a conventional upscaler, like bicubic. We focus on a robust downscaler that is trained given a conventional upscaler, like bicubic.

Network 302

Network Media Innovation Efficiency 302

Dynatrace

JANUARY 30, 2024

These are some of the questions that Willie Hicks, Dynatrace’s Federal CTO, and I unpacked with Patrick Johnson, director of the Workforce Innovation Directorate in the Department of Defense’s (DoD) Office of the CIO. Can embracing AI really make life easier? There is a lot of concern about AI taking jobs away from humans.

Artificial Intelligence 215

Artificial Intelligence Government Innovation Programming 215

Dynatrace

JULY 3, 2024

Keeping a competitive edge in today’s rapidly evolving world requires more than just innovation; it takes collaboration and strategic partnerships. The Dynatrace Amplify sales kick-off is a key annual event for partners, highlighting the latest innovations in cloud observability and AI-driven insights.

Innovation 194

Innovation Technology Technology Cloud 194

Dynatrace

FEBRUARY 23, 2022

As businesses take steps to innovate faster, software development quality—and application security—have moved front and center. These DevSecOps trends will also aid teams as they integrate security and compliance into processes without slowing innovation or creating additional work for already time-strapped teams. Dynatrace news.

Serverless 278

Serverless Infrastructure Innovation DevOps 278

Dynatrace

NOVEMBER 17, 2020

A huge part of our industry and analyst recognition is due to our partner community which takes the Dynatrace platform to market around the world, driving innovation, and delivering unique solutions and services that solve real-world challenges that customers face. EMEA Cloud Innovation Award. EMEA Training and Certification Award.

Entertainment 183

Entertainment Innovation Virtualization Cloud 183

Dynatrace

JANUARY 17, 2024

As organizations turn to artificial intelligence for operational efficiency and product innovation in multicloud environments, they have to balance the benefits with skyrocketing costs associated with AI. Training AI data is resource-intensive and costly, again, because of increased computational and storage requirements.

Strategy 234

Strategy Artificial Intelligence Storage Cloud 234

Dynatrace

DECEMBER 30, 2021

Using automatic and intelligent observability promotes faster innovation, greater efficiency, and better business outcomes. With real-time causal AI, organizations can identify the root cause of issues without having to train their data models up front. Today’s cloud complexity wall has become overwhelming for IT departments.

Strategy 235

Strategy Energy Cloud Innovation 235

Dynatrace

SEPTEMBER 28, 2020

The study for the ISG Provider Lens ™ Cloud-Native Observability Quadrant measures the breadth, depth, quality, and vision of a product portfolio’s offering, and its competitive strength in the marketplace, customer satisfaction, business innovation, and go-to-market strength.

Cloud 246

Cloud Serverless Innovation Architecture 246

The Netflix TechBlog

FEBRUARY 13, 2023

Training Performance Media model training poses multiple system challenges in storage, network, and GPUs. We have developed a large-scale GPU training cluster based on Ray , which supports multi-GPU / multi-node distributed training. We accomplish this by paving the path to: Accessing and processing media data (e.g.

Media 299

Media Storage Infrastructure Systems 299

Dynatrace

NOVEMBER 18, 2024

Meanwhile, cost reduction programs affect budgets, constrain technology investment, and inhibit innovation. The process should include training technical and business users to maximize the value of the platform so they can access, ingest, analyze, and act on the new observability approach.

Strategy 182

Strategy Innovation Cloud Efficiency 182

Dynatrace

JANUARY 31, 2024

Augmenting LLM input in this way reduces apparent knowledge gaps in the training data and limits AI hallucinations. The LLM then synthesizes the retrieved data with the augmented prompt and its internal training data to create a response that can be sent back to the user. million AI server units annually by 2027, consuming 75.4+

Cache 215

Cache Azure Infrastructure Monitoring 215

Dynatrace

JUNE 14, 2023

While last year was deemed “The Year of Innovation” for launching Grail , our causal data lakehouse with massively parallel processing (MPP), along with AppEngine , AutomationEngine , Notebooks , and more, 2023 is about extending these innovations to more customers through our partners. Just a few of these are outlined below.

Programming 192

Programming Best Practices Innovation Analytics 192

Dynatrace

OCTOBER 14, 2021

They require extensive training, and real-user must spend valuable time filtering any false positives. A full-featured deterministic AIOps solution should lead to faster, higher-quality innovation, increased IT staff efficiency, and vastly improved business outcomes. training data) that the algorithm can then learn from.

Artificial Intelligence 224

Artificial Intelligence DevOps Innovation Metrics 224

Dynatrace

FEBRUARY 1, 2024

Business innovation costs money. But organizations may not always have insight into how their moves toward innovation generate costs as well as revenue. For example, a CNBC report found that training just one LLM can cost millions of dollars, and then millions more to update. Generative AI and LLMs are compounding these figures.

Cloud 223

Cloud Energy Innovation Infrastructure 223

High Scalability

DECEMBER 16, 2022

Additionally, cloud computing allows for greater collaboration and innovation, as it enables users to access and share data and resources from anywhere, at any time. Finally, cloud computing enables greater collaboration and innovation. Can you expand? Which cloud provider would you recommend? Are you hosted on the cloud?

Cloud 201

Cloud Serverless Internet Internet 201

Dynatrace

APRIL 5, 2024

In the fast-paced world of technology, leadership roles present both opportunities to innovate and unique challenges, particularly for women. It’s important to realize that raising children isn’t just a personal journey but a profound training ground for leadership and growth.

Technology 219

Technology Technology Innovation 219

The Netflix TechBlog

JANUARY 30, 2023

An example of the features we might capture for this image include: number of people (two), where they’re facing (facing each other), emotion (neutral to positive), saturation (low), objects present (military uniform) We can use pre-trained models/APIs to create some of these features, like face detection and object labeling.

Media 264

Media Design Innovation Strategy 264

Dynatrace

FEBRUARY 26, 2024

During this session, Dynatrace walked partners through platform innovations and hosted a panel of Dynatrace experts to share insights covering security, application and infrastructure modernization, Logs, DevSecOps, and automation. Building apps and innovations. Spotlight on platform capabilities.

Artificial Intelligence 206

Artificial Intelligence IoT Programming Innovation 206

Dynatrace

SEPTEMBER 21, 2023

The growing adoption of innovations like generative AI, based on large-language models (LLMs), will only increase demand for cloud computing. Research from 2020 suggests that training a single LLM generates around 300,000 kg of carbon dioxide emissions—equal to 125 round-trip flights from New York to London.

Energy 245

Energy Cloud Airlines Strategy 245

The Netflix TechBlog

DECEMBER 10, 2020

These considerations are key in informing subsequent lines of research and innovation. Supervised A major motivation for transfer learning is to “pre-train” model parameters by first learning them on a related source task for which we have more training data. Here we discuss two types of tasks: supervised and self-supervised.

Entertainment 245

Entertainment Architecture Network Open Source 245

Dynatrace

SEPTEMBER 20, 2022

Organizations should train DevOps teams to understand security best practices and how to operate any new tooling implementations. A strong DevSecOps maturity model provides several benefits for organizations, including the following: Faster innovation. The result is an improved ability to innovate.

Best Practices 275

Best Practices DevOps Education Serverless 275

Dynatrace

OCTOBER 17, 2022

Teams can address testing and deployment issues automatically, which streamlines continuous integration and continuous delivery pipelines and increases innovation throughput. It works without having to identify training data, then training and honing. SecOps: Applying AIOps to secure applications in real time.

DevOps 209

DevOps Artificial Intelligence Healthcare Innovation 209

Dynatrace

SEPTEMBER 5, 2023

Organizations have clearly experienced growth, agility, and innovation as they move to cloud computing architecture. Ultimately, cloud observability helps organizations to develop and run “software that works perfectly,” said Dynatrace CEO Rick McConnell during a keynote at the company’s Innovate conference in Săo Paulo in late August.

Cloud 233

Cloud Artificial Intelligence Innovation Azure 233

Dynatrace

FEBRUARY 22, 2022

Once Simone Biles reached international competition, preparation went from just training for skills to training for pressure. So you go out with a mindset that I’ve trained these skills and routines so many times, it’s just another set and go on autopilot. It’s not possible to change the game by yourself.”.

Games 252

Games Social Media Media Innovation 252

Dynatrace

MAY 23, 2019

EMEA Cloud Innovator Award. EMEA Solution Innovation Award. EMEA Training & Certification Award. RFO Training & Certification Award. EMEA Partner of the Year. EMEA Service Provider of the Year. EMEA Technology Alliance Award. EMEA Marketing Excellence Award. EMEA Partner Community Rockstar Award. RFO of the Year.

Innovation 158

Innovation Cloud Monitoring Technology 158

The Netflix TechBlog

JANUARY 10, 2024

We rolled out encoding innovations such as per-title and per-shot optimizations, which provided significant quality-of-experience (QoE) improvement to Netflix members. It served as the foundation for numerous encoding innovations developed by our team. This drove the approach of the “release train”. 264, AV1, etc.).

Processing 240

Processing Media Latency Innovation 240

Dynatrace

DECEMBER 8, 2022

State, local, and educational institutions strive to take advantage of the power and flexibility of innovations such as cloud services. Therefore, many lack training and familiarity with newer tools designed for cloud-based technologies. Modernizing public-sector technology while managing cyber-risk can be overwhelming.

Education 214

Education Government Innovation Cloud 214

Dynatrace

FEBRUARY 10, 2022

Today, businesses are racing ever faster to accommodate customer demands and innovate without sacrificing product quality or security. As they increase the speed of product innovation and software development, organizations have an increasing number of applications, microservices and cloud infrastructure to manage. Dynatrace news.

Artificial Intelligence 195

Artificial Intelligence Performance Innovation Speed 195

Dynatrace

APRIL 22, 2024

Many organizations are turning to generative artificial intelligence and automation to free developers from manual, mundane tasks to focus on more business-critical initiatives and innovation projects. These help teams with data augmentation, anomaly detection, simulation, and documentation, among other areas.

Software 179

Software Software Artificial Intelligence Development 179

Dynatrace

NOVEMBER 2, 2022

Not to mention, get a look at the latest Dynatrace platform innovations, including Grail, and a sneak peek at our roadmap ahead. 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?

Programming 203

Programming Innovation Design Development 203

Dynatrace

FEBRUARY 5, 2020

Instead, our partners are now able to fully utilize their scale and expertise to build advanced service offerings that drive automation and innovation across the enterprise. In turn, the automation of manual tasks at scale frees up enterprise resources to focus on innovation through software. Training & Certification Award 2020.

Innovation 150

Innovation DevOps Cloud Scalability 150

The Netflix TechBlog

JUNE 20, 2019

The most important value of hack days is that they support a culture of innovation. We trained a neural net to spot words in Netflix content and reassemble them into new sentences on demand. We are using a computer vision model trained to recognize places to build reverse image search functionality.

Energy 38

Energy Java AWS Google 38

Dynatrace

JANUARY 31, 2022

Key takeaways from this article on modern observability for serverless architecture: As digital transformation accelerates, organizations need to innovate faster and continually deliver value to customers. As digital transformation accelerates, organizations need to innovate faster. Dynatrace news.

Serverless 189

Serverless Architecture Open Source Innovation 189

Dynatrace

MARCH 13, 2024

Corporate accountability: It is the organizational board of directors and executives’ responsibility to actively oversee, formally endorse, and actively participate in comprehensive training programs concerning the organization’s cybersecurity risk management posture, with emphasis on effectively addressing and mitigating emerging cyber threats.

Best Practices 240

Best Practices Education Strategy Analytics 240

Dynatrace

MAY 2, 2024

As organizations train generative AI systems with critical data, they must be aware of the security and compliance risks. Tech Transforms podcast: It’s time to get familiar with generative AI – blog Generative AI can unlock boundless innovation. What is generative AI? Cloud application security is crucial to every organization.

Artificial Intelligence 242

Artificial Intelligence Cloud Best Practices DevOps 242

Dynatrace

NOVEMBER 22, 2021

Unlike traditional machine-learning models that require extensive, time-consuming training, Dynatrace’s causal AI pinpoints normal and anomalous behavior in context in real time. Enable autonomous operations, boost innovation, and offer new modes of customer engagement by automating everything. DevOps/DevSecOps with AWS.

AWS 237

AWS Lambda Artificial Intelligence Serverless 237

Dynatrace

AUGUST 27, 2024

This can divert attention and resources from delivering better customer experience and innovation. This trains your teams to be proactive in maintaining software quality and saves you money by avoiding downtime. Integration with existing processes.

Best Practices 276

Best Practices Government DevOps Analytics 276