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

The Netflix TechBlog

NOVEMBER 6, 2023

In order to train the model on internal training data (video clips with aligned text descriptions), we implemented a scalable version on Ray Train and switched to a more performant video decoding library. These models are trained on large amounts of image-caption pairs via in-batch contrastive learning.

Media 237

Media Social Media Tuning Engineering 237

The Netflix TechBlog

DECEMBER 3, 2019

About two years ago, we, at our newly formed Machine Learning Infrastructure team started asking our data scientists a question: “What is the hardest thing for you as a data scientist at Netflix?” Our job as a Machine Learning Infrastructure team would therefore not be mainly about enabling new technical feats.

Open Source 239

Open Source AWS Infrastructure Energy 239

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 17, 2024

And an O’Reilly Media survey indicated that two-thirds of survey respondents have already adopted generative AI —a form of AI that uses training data to create text, images, code, or other types of content that reflect its users’ natural language queries. AI requires more compute and storage. AI performs frequent data transfers.

Strategy 234

Strategy Artificial Intelligence Storage Cloud 234

Dynatrace

MAY 23, 2022

We covered it all from cloud observability , infrastructure , application security , and beyond. Training & Certification Award, NORAM. Training & Certification Award, LATAM. Congratulations to Kyndryl for being awarded our LATAM Training & Certification Award. RFO Training and Certification Award.

Games 221

Games Innovation Energy Cloud 221

DZone

AUGUST 20, 2020

We check public transportation apps to see when the next train is arriving at the station. As part of engineering teams, we use application monitoring and cloud services (like CI and cloud infrastructure) to function, so that code changes seamlessly deploy into production.

Transportation 211

Transportation Cloud Infrastructure Monitoring 211

Dynatrace

AUGUST 27, 2020

Missing operational insights, lack of context, and limited understanding of cloud service dependencies making it almost impossible to find the root cause of customer-facing application issues or underlying infrastructure problems.

AWS 275

AWS Cloud IoT Database 275

Dynatrace

MAY 24, 2021

In recognition of partner architects, engineers, administrators, consultants, and delivery roles that invest in formal Dynatrace training and certification, we launched Pro Club as an exclusive community for those who achieve Dynatrace Professional certification. Training & Certification Award: Accenture. Partner Pro Club.

Programming 241

Programming Cloud Virtualization Technology 241

Dynatrace

MARCH 13, 2024

The directive mandates operators of critical infrastructure and essential services to implement appropriate security measures and promptly report any incidents to the relevant authorities and affected parties. As the pace of digital transformation accelerates, the cloud applications supporting digital infrastructure become more complex.

Best Practices 240

Best Practices Education Strategy Analytics 240

High Scalability

DECEMBER 16, 2022

It allows users to access and use shared computing resources, such as servers, storage, and applications, on demand and without the need to manage the underlying infrastructure. I'm sorry, but as a large language model trained by OpenAI, I don't have the ability to browse the internet or keep up-to-date with current events.

Cloud 201

Cloud Serverless Internet Internet 201

Dynatrace

NOVEMBER 18, 2024

On top of this, organizations are often unable to accurately identify root causes across their dispersed and disjointed infrastructure. 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

JULY 3, 2024

A robust partner ecosystem can drive advancements in cloud infrastructure, application performance, and AI-driven insights, ensuring that businesses can deliver seamless digital experiences for customers. As enterprises globally undergo digital transformations, leveraging the right tools and expertise becomes crucial.

Innovation 194

Innovation Technology Technology Cloud 194

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. As we onboard more customers, the platform requires more infrastructure, leading to increased carbon emissions. This adoption will further impact carbon emissions.

Energy 245

Energy Cloud Airlines Strategy 245

Dynatrace

NOVEMBER 3, 2023

are automatically distributed to a group of ActiveGates, balancing the load automatically and switching workloads in case of infrastructure failure, to assure continued monitoring execution. Read on to learn how to migrate your Extensions 1.0. Scalability and failover Extensions 2.0 Automated deployment Extensions 2.0

Technology 255

Technology Technology Scalability Availability 255

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 212

Government Analytics Benchmarking Storage 212

Dynatrace

SEPTEMBER 28, 2020

to help enterprises go from seeing a problem to understanding where it came from – connecting application workloads, infrastructure, and digital experience, in ways that few other players in the market can offer.” . The company has invested significantly in providing a single-pane-of-glass experience ?

Cloud 246

Cloud Serverless Innovation Architecture 246

Dynatrace

APRIL 26, 2023

One effective capacity-management strategy is to switch from a reactive approach to an anticipative approach: all necessary capacity resources are measured, and those measurements are used to train a prediction model that forecasts future demand. You can use any DQL query that yields a time series to train a prediction model.

Games 225

Games Analytics Strategy Cloud 225

Dynatrace

NOVEMBER 17, 2020

This year, we’ve increased the number of awards to partner individuals to recognize the personal achievements around training, certification, and community participation, along with recognition for partner organizations. EMEA Training and Certification Award. RFO Training and Certification Award. Gartner Magic Quadrant for APM.

Entertainment 183

Entertainment Innovation Virtualization Cloud 183

Dynatrace

APRIL 14, 2020

Well, that’s exactly what the Dynatrace University team did to support Dynatrace’s hands-on training (HoT) days at Dynatrace’s annual user conference Perform in Las Vegas. The Dynatrace dashboard below that shows the thousands of EC2 instances coming up and then being removed at the close of the training. Quite impressive!

AWS 171

AWS Lambda Performance Infrastructure 171

The Netflix TechBlog

DECEMBER 19, 2024

Scaling experiments with Metaboost bindingsbacked by MetaflowConfig Consider a Metaboost ML project named `demo` that creates and loads data to custom tables (ETL managed by Maestro), and then trains a simple model on this data (ML Pipeline managed by Metaflow). 50/train/251640854] Task is starting. [50/train/251640854]

Best Practices 145

Best Practices Cache Metrics Code 145

The Netflix TechBlog

APRIL 29, 2019

An easy, though imprecise, way of thinking about Netflix infrastructure is that everything that happens before you press Play on your remote control (e.g., Various software systems are needed to design, build, and operate this CDN infrastructure, and a significant number of them are written in Python. are you logged in?

Open Source 280

Open Source Network Infrastructure Big Data 280

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. Every dollar we spend on cloud [infrastructure] is a dollar less we can spend on innovation and customer experience,” said Matthias Dollentz-Scharer, Dynatrace chief customer officer.

Cloud 223

Cloud Energy Innovation Infrastructure 223

Dynatrace

JUNE 4, 2024

While platform engineers can build and prepare the necessary infrastructure and templates for self-adoption, developers must still provide some customization. A series of models are continuously trained on Dynatrace tenants to effectively set objectives.

Metrics 244

Metrics Engineering Code Tuning 244

Dynatrace

SEPTEMBER 3, 2020

Such a solution needs to collect a substantial amount of data at first for then having a dataset (training data) that an algorithm can use to learn from. Data sources typically include common infrastructure monitoring tools and second-generation APM solutions as well as other solutions. Traditional AIOps is Slow.

Software 264

Software Software Artificial Intelligence Metrics 264

Dynatrace

JANUARY 22, 2024

The logs, metrics, traces, and other metadata that applications and infrastructure generate have historically been captured in separate data stores, creating poorly integrated data silos. Data lakehouses can store and query structured, semi-structured, and unstructured data on low-cost infrastructure.

Artificial Intelligence 220

Artificial Intelligence Healthcare Retail Government 220

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.

Storage 197

Storage Design Scalability Latency 197

The Netflix TechBlog

MAY 21, 2019

We thought that reinforcement learning would be a promising approach that could provide great flexibility in the training process. Likewise it has very low requirements on the initial amount of training data. We needed a way to run agents and tie the runs to the internal infrastructure for analytics, reporting, and visualizations.

Testing 164

Testing AWS Lambda Network 164

Dynatrace

MAY 2, 2024

As organizations train generative AI systems with critical data, they must be aware of the security and compliance risks. Hybrid cloud infrastructure explained: Weighing the pros, cons, and complexities – blog While hybrid cloud infrastructure increases flexibility, it also introduces complexity.

Artificial Intelligence 242

Artificial Intelligence Cloud Best Practices DevOps 242

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 241

Best Practices Analytics Metrics Code 241

Dynatrace

NOVEMBER 22, 2021

Serverless architecture enables organizations to deliver applications more efficiently without the overhead of on-premises infrastructure, which has revolutionized software development. With AIOps , practitioners can apply automation to IT operations processes to get to the heart of problems in their infrastructure, applications and code.

AWS 237

AWS Lambda Artificial Intelligence Serverless 237

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. Infrastructure monitoring mode offers the same capabilities except tracing and profiling.

Analytics 184

Analytics Infrastructure Monitoring Cloud 184

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.

Artificial Intelligence 206

Artificial Intelligence IoT Programming Innovation 206

Dynatrace

MAY 24, 2021

In recognition of partner architects, engineers, administrators, consultants, and delivery roles that invest in formal Dynatrace training and certification, we launched Pro Club as an exclusive community for those who achieve Dynatrace Professional certification. Training & Certification Award: Accenture. Partner Pro Club.

Programming 181

Programming Cloud Virtualization Technology 181

Dynatrace

JUNE 14, 2023

Cloud-native apps and infrastructure There is strong traction within the market helping customers to better adopt cloud-native environments with speed and confidence. The Services Endorsement Program includes training and certification for partners that span unified observability and security, AIOps, and advanced DevSecOps and CloudOps.

Programming 192

Programming Best Practices Innovation Analytics 192

Dynatrace

JULY 6, 2022

With ever-evolving infrastructure, services, and business objectives, IT teams can’t keep up with routine tasks that require human intervention. AI that is based on machine learning needs to be trained. How organizations benefit from automating IT practices. This results in outages, increased costs, and frustrated customers.

Artificial Intelligence 202

Artificial Intelligence Tuning Strategy Big Data 202

Dynatrace

APRIL 21, 2023

Further, the toolset had been in place for 20 years resulting in high annual software maintenance and infrastructure costs. The obvious costs of tool sprawl can quickly add up, including licensing, support, maintenance, training, hardware, and often additional headcount. over five years. Register to listen to the webinar.

Government 170

Government Infrastructure Innovation Monitoring 170