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 224

Architecture Energy Benchmarking Processing 224

Dynatrace

OCTOBER 31, 2023

But, in the process, they cannot risk alienating current employees who may view these technologies as a threat to their positions. Assign people to the right roles and give them the training they need Attacks are only growing more complex to identify and process. Senior leaders had asked Gorak about AI.

Artificial Intelligence 193

Artificial Intelligence Energy Government Technology 193

DZone

MARCH 24, 2023

In recent years, the term MLOps has become a buzzword in the world of AI, often discussed in the context of tools and technology. ML teams have traditionally been research-oriented, focusing heavily on training models to achieve high testing scores.

Best Practices 195

Best Practices Monitoring Government Technology 195

Official Blog - World Web Technology

DECEMBER 4, 2023

How does it contribute to the software development process ? This article will explain why most companies and their software developers use SDLC to manage their development process. SDLC is an essential framework for the total software development process as it aids in managing software development projects effectively.

Processing 64

Processing Software Software Development 64

Dynatrace

JULY 25, 2023

Causal AI processes observability, security, and business data in the context of causal dependencies from Dynatrace Smartscape topology to precisely determine the needle in the haystack in continuously and dynamically updated software services. It also guides users who want to observe new technologies or apply advanced configurations.

Best Practices 239

Best Practices Analytics Metrics Code 239

High Scalability

DECEMBER 16, 2022

Cloud computing is a model of computing that delivers computing services over the internet, including storage, data processing, and networking. This can facilitate greater collaboration and innovation, as it enables users to access the latest tools and technologies, and work together in real time to solve complex problems.

Cloud 201

Cloud Serverless Internet Internet 201

The Netflix TechBlog

NOVEMBER 17, 2022

To do so, we continuously push the boundaries of streaming video quality and leverage the best video technologies. A distinct, NN-based, video processing block can evolve independently, be used beyond video downscaling and be combined with different codecs. Our filter can run on both CPU and GPU. For your eyes only!

Network 292

Network Media Innovation Efficiency 292

Dynatrace

FEBRUARY 20, 2024

IT and security teams must dedicate their effort to managing and maintaining all these different tools, which diverts time and resources from critical innovation in the process. Modern observability necessitates a holistic approach to collecting, processing, and analyzing data. Observability is [best described as], ‘Something happened.

Monitoring 157

Monitoring Education Technology Technology 157

Dynatrace

DECEMBER 8, 2022

Modernizing public-sector technology while managing cyber-risk can be overwhelming. These new technologies deviate from legacy paradigms and are ephemeral, expanding the attack surface in ways traditional security measures cannot easily handle. StateRAMP introduces consistency to consolidate and streamline this process.

Education 210

Education Government Innovation Cloud 210

Dynatrace

MAY 2, 2024

As more organizations adopt generative AI and cloud-native technologies, IT teams confront more challenges with securing their high-performing cloud applications in the face of expanding attack surfaces. But only 21% said their organizations have established policies governing employees’ use of generative AI technologies.

Artificial Intelligence 238

Artificial Intelligence Cloud Best Practices DevOps 238

Dynatrace

MAY 8, 2023

Organizations in every industry are engaged in some form of digital transformation, integrating technology into all areas of the business. Digital tools and technologies provide a more efficient way of doing things. Digitizing internal processes can improve information flow and enhance collaboration among employees.

Strategy 183

Strategy Retail DevOps Education 183

Dynatrace

JUNE 16, 2022

These application security testing approaches often do not have enough insight into real-time data and event flows to prevent vulnerabilities from slipping through the review process. Rather than using a trained model to predict behavior, RASP watches an application’s runtime, studying the application’s task execution to detect attacks.

Tuning 231

Tuning Cloud Open Source Network 231

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. It highlights the potential of GPT technology to drive “information democracy” even further.

Innovation 269

Innovation Software Software Artificial Intelligence 269

Dynatrace

OCTOBER 14, 2022

Therefore, organizations are increasingly turning to artificial intelligence and machine learning technologies to get analytical insights from their growing volumes of data. As technological complexity and risks increase, human-only approaches prove insufficient. As a result, they’re often used interchangeably.

Artificial Intelligence 183

Artificial Intelligence DevOps Analytics Cloud 183

O'Reilly

NOVEMBER 21, 2019

This is precisely the kind of problem that robotic process automation (RPA) aims to address. She’s the vestigial human link in a process—insurance claims processing—that has a mostly automated workflow. Prior to RPA, enterprises used several different techniques to automate workflows and back-office processes.

Processing 83

Processing Programming Virtualization Technology 83

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. A Cloud Carbon Footprint report found that global greenhouse gas emissions from the technology sector are on par or larger than the aviation industry. Generative AI and LLMs are compounding these figures.

Cloud 219

Cloud Energy Innovation Infrastructure 219

Dynatrace

JANUARY 22, 2024

And while generative AI was much hyped in 2023, the deterministic quality of causal AI—which determines the precise root cause of an issue—is a key foundation for reliable recommendations that emerge from generative AI technologies. Further, not every business uses AI in the same way or for the same reasons. Government.

Artificial Intelligence 216

Artificial Intelligence Healthcare Retail Government 216

O'Reilly

MARCH 26, 2024

TL;DR LLMs and other GenAI models can reproduce significant chunks of training data. Specific prompts seem to “unlock” training data. Generative AI Has a Plagiarism Problem ChatGPT, for example, doesn’t memorize its training data, per se. This is the basis of The New York Times lawsuit against OpenAI. They are dream machines.

Artificial Intelligence 108

Artificial Intelligence Social Media Google Internet 108

Dynatrace

SEPTEMBER 30, 2021

As an AWS Advanced Technology Partner , this was a great opportunity for Dynatrace developers to sharpen their AWS skills and pursue or up-level their Amazon certifications. Major cloud providers such as AWS offer certification programs to help technology professionals develop and mature their cloud skills. Machine learning.

AWS 218

AWS Best Practices Analytics Cloud 218

Dynatrace

MARCH 29, 2024

and Canada involved with observability, IT service management, and IT automation technologies offers insight into the current status and future of AI in IT operations. And for DevOps, it means accelerating DevOps processes, improving agility, and speeding time to market. A survey of 360 IT professionals at organizations in the U.S.

Artificial Intelligence 191

Artificial Intelligence DevOps Strategy Open Source 191

Dynatrace

OCTOBER 17, 2022

However, as organizations adopt more cloud-native technologies, such as containerized microservices and serverless platforms, operations have become exponentially more complex. CloudOps includes processes such as incident management and event management. The four stages of data processing. AIOps use cases. Analyze the data.

DevOps 205

DevOps Artificial Intelligence Healthcare Innovation 205

Dynatrace

JANUARY 31, 2024

Today’s multicloud environments consist of hundreds of applications, hundreds of thousands of hosts and containers, and use an ever-increasing number of technologies. Still, a single unmonitored host can become a weak link , causing system failures and security breaches.

Analytics 181

Analytics Infrastructure Monitoring Cloud 181

Dynatrace

OCTOBER 14, 2021

Gartner defines AIOps as the combination of “big data and machine learning to automate IT operations processes, including event correlation, anomaly detection, and causality determination.” They require extensive training, and real-user must spend valuable time filtering any false positives. But what is AIOps, exactly?

Artificial Intelligence 221

Artificial Intelligence DevOps Innovation Metrics 221

O'Reilly

DECEMBER 12, 2023

Another group of cases involving text (typically novels and novelists) argue that using copyrighted texts as part of the training data for a Large Language Model (LLM) is itself copyright infringement, 1 even if the model never reproduces those texts as part of its output. How do we make sense of this?

Artificial Intelligence 99

Artificial Intelligence Media Google Processing 99

Dynatrace

FEBRUARY 23, 2022

DevSecOps teams can address this unsettling tradeoff by automating processes throughout the SDLC, centralizing application configuration with a shared set of tools, and using observability platforms to gain visibility into code-quality lapses, security gaps, and other software development issues.

Serverless 274

Serverless Infrastructure Innovation DevOps 274

Dynatrace

MARCH 16, 2021

The research firm predicts a significant uptick in AIOps investments over the next two years as organizations look for ways to improve IT outcomes, without breaking budgets or overworking technology staff. While some AIOps tools offer significant benefits over manual processes, not all of them can deliver the results organizations expect.

Artificial Intelligence 200

Artificial Intelligence Open Source Cloud Analytics 200

Scalegrid

JANUARY 9, 2024

The Rise of Cloud Adoption in Enterprises The adoption of cloud technology is leading to a shift in the business landscape. The selection process for a suitable cloud provider is crucial as it involves aligning business objectives, regulatory requirements, and current technological infrastructure with strong cloud security measures.

Strategy 130

Strategy Cloud Best Practices Government 130

Dynatrace

APRIL 28, 2021

Each entry represents a process group instance. To facilitate further analysis, the Release details page for each release displays basic metrics about the host where each release is deployed and enables easy navigation to the process groups or specific processes that run on those hosts. Other technologies. version=42.

Software 242

Software Software Strategy Metrics 242

Dynatrace

FEBRUARY 5, 2020

And as we’re at Partner Summit it can only mean that it’s time to celebrate another 12 months of remarkable technology, service, and commercial success with our NORAM Partners. Training & Certification Award 2020. Training & Certification Award 2020. Technology Alliance Partner Award 2020. Rising Star Award 2020.

Innovation 149

Innovation DevOps Cloud Scalability 149

The Netflix TechBlog

NOVEMBER 11, 2022

In semi-supervised anomaly detection models, only a set of benign examples are required for training. DRM is a collection of access control technologies that are used for protecting the copyrights of digital media such as movies and music tracks.

C++ 312

C++ Metrics Tuning Strategy 312

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. Rethinking the process means digital transformation. What do you see as the biggest challenge for performance and reliability?

Strategy 186

Strategy Performance Logistics Monitoring 186

Scalegrid

JANUARY 11, 2024

Key Takeaways Cloud security monitoring is a comprehensive approach involving both manual and automated processes to oversee servers, applications, platforms, and websites, using tools that are customized to fit unique cloud architectures. Get ready for actionable insights that balance technical depth with practical advice.

Best Practices 130

Best Practices Cloud Monitoring Strategy 130

Dynatrace

SEPTEMBER 21, 2023

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. Does that mean the answer is to slow the growth of AI or cloud technologies more broadly? This adoption will further impact carbon emissions.

Energy 242

Energy Cloud Airlines Strategy 242

Dynatrace

MAY 23, 2019

Traditional monitoring tools (we call them 2nd Generation) quickly hit a wall when up against the scale, dynamic nature and new technologies that power cloud environments. EMEA Technology Alliance Award. EMEA Training & Certification Award. RFO Training & Certification Award. Partner Awards Dinner.

Innovation 158

Innovation Cloud Monitoring Technology 158

Dynatrace

NOVEMBER 2, 2023

It’s also important to provide training for engineers, developers, chief information officers, and any others as needed. Aligning technology and finance teams Engineers focus on cloud computing, innovation, and moving workloads to the cloud, while finance teams focus on minimizing costs. FinOps behavioral change management.

Cloud 205

Cloud Strategy Retail Energy 205

All Things Distributed

APRIL 27, 2011

The Amazon.com 2010 Shareholder Letter Focusses on Technology. In the 2010 Shareholder Letter Jeff Bezos writes about the unique technologies developed at Amazon.com over the years. Given that I have frequently written about many of these technologies on this blog I asked investor relations to be allowed to reprint it here.

Technology 151

Technology Technology AWS Storage 151

Dynatrace

OCTOBER 5, 2022

The goal is to help individuals and organizations to make smart decisions and protect themselves online as threats to technology and confidential data become more commonplace. Teams should be trained on security concerns in addition to their typical responsibilities. Use strong passwords. Recognize and report phishing.

Best Practices 203

Best Practices Education Monitoring Government 203