DZone

JUNE 3, 2019

Using local SSDs inside of the GPU node delivers fast access to data during training, but introduces challenges that impact the overall solution in terms of scalability, data access, and data protection. Normally, GPU nodes don't have much room for SSDs, which limits the opportunity to train very deep neural networks that need more data.

Storage 100

Storage Performance Network Scalability 100

Dynatrace

AUGUST 27, 2020

The latest batch of services cover databases, networks, machine learning and computing. Additionally, Dynatrace creates predefined dashboard templates to visualize each service usage and performance. Ensure high application performance by easily troubleshooting Amazon Neptune graph database.

AWS 274

AWS Cloud IoT Database 274

The Netflix TechBlog

FEBRUARY 13, 2023

Even after gaining access, one needed to deal with the challenges of homogeneity across different assets in terms of decoding performance, size, metadata, and general formatting. Training Performance Media model training poses multiple system challenges in storage, network, and GPUs.

Media 290

Media Storage Infrastructure Systems 290

The Netflix TechBlog

JANUARY 30, 2023

By inspecting past asset performance from thousands of titles that have already been launched on Netflix, we achieve a beautiful intersection of art & science. We also build internal datasets and models for features where pre-trained models are not sufficient. similar objects if the model is trained for object detection).

Media 256

Media Design Innovation Strategy 256

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 218

AWS Best Practices Analytics Cloud 218

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 187

Storage Design Scalability Latency 187

Dynatrace

NOVEMBER 17, 2020

While we missed seeing our partners in person, networking, socializing, and having fun learning together, the virtual event format catered for four time zones, keynote mainstage, coupled with geo breakouts allowed for a much larger audience than ever before. EMEA Training and Certification Award. RFO Training and Certification Award.

Entertainment 180

Entertainment Innovation Virtualization Cloud 180

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. Software developers can use causal analysis to identify the root causes of bugs or application performance issues and to predict potential system failures or performance degradations.

Artificial Intelligence 216

Artificial Intelligence Healthcare Retail Government 216

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

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 239

Programming Cloud Virtualization Technology 239

Dynatrace

JUNE 16, 2022

RASP capabilities aim to close the gap left by application security testing and network perimeter controls such as web application firewalls (WAFs). Conversely, a decentralized approach protects application servers using multiple firewalls to protect against attacks that may have penetrated the network. Instant runtime response.

Tuning 231

Tuning Cloud Open Source Network 231

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. Executing cutting-edge intelligent apps’ deployment after successful training becomes much easier thanks primarily to this functionality made possible!

Cloud 130

Cloud Virtualization Storage Efficiency 130

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 181

Analytics Infrastructure Monitoring Cloud 181

Dynatrace

JULY 25, 2023

Davis AI transforms and augments data to enable more useful analysis, perform automatic tasks, and respond to user requests: Predictive AI uses machine learning (ML) and statistical methods to recommend future actions based on data from the past. When a user asks a question, generative AIs create an answer word by word.

Best Practices 239

Best Practices Analytics Metrics Code 239

The Netflix TechBlog

DECEMBER 10, 2020

The increasing vastness and diversity of what our members are watching make answering these questions particularly challenging using conventional methods, which draw on a limited set of comparable titles and their respective performance metrics (e.g., box office, Nielsen ratings). This challenge is also an opportunity.

Entertainment 235

Entertainment Architecture Network Open Source 235

CSS Wizardry

OCTOBER 27, 2018

A lot of companies—even if they are aware that performance is key to their business—are often unsure of how, when, or where performance testing sits within their development lifecycle. To make things worse, they’re also usually unsure whose responsibility performance measuring and monitoring is.

Performance Testing 172

Performance Testing Testing Performance Strategy 172

High Scalability

JANUARY 11, 2022

from a client it performs two parallel operations: i) persisting the action in the data store ii) publish the action in a streaming data store for a pub-sub model. User Feed Service, Media Counter Service) read the actions from the streaming data store and performs their specific tasks. After that, the various services (e.g.

Design 334

Design Media Storage Logistics 334

Smashing Magazine

AUGUST 3, 2023

How We Optimized Performance To Serve A Global Audience How We Optimized Performance To Serve A Global Audience Liran Cohen 2023-08-03T10:00:00+00:00 2023-08-03T13:06:00+00:00 I work for Bookaway , a digital travel brand. Large preview ) We’ve known for a long time that fast page performance influences search engine rankings.

Performance 74

Performance Cache Traffic Metrics 74

Dean Hume

JULY 30, 2018

My journey to and from work involves a small journey on a train. Without fail, there is this spot along the line where my network connection drops from a clear 4G signal to a 2G signal at best. This is where the Network Information API aims to change things. In terms of web performance - this is HUGE! Show me the money!

Network 78

Network Speed Google Mobile 78

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

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

Dynatrace

OCTOBER 17, 2022

Teams often follow this approach to achieving AIOps because of its apparent convenience: Start with a second-generation application performance monitoring solution, which covers data collection and aggregation and prepares data for analysis. It works without having to identify training data, then training and honing.

DevOps 205

DevOps Artificial Intelligence Healthcare Innovation 205

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 185

Latency Website Traffic Virtualization 185

Smashing Magazine

AUGUST 22, 2021

HTTP/3: Performance Improvements (Part 2). HTTP/3: Performance Improvements (Part 2). In this second part, we will zoom in on the performance improvements that QUIC and HTTP/3 bring to the table for web-page loading. HTTP/3 performance features ( current article ). Robin Marx. 2021-08-23T06:20:00+00:00.

Performance 106

Performance Network Latency Servers 106

Smashing Magazine

NOVEMBER 22, 2021

Improving The Performance Of Wix Websites (Case Study). Improving The Performance Of Wix Websites (Case Study). It was at this point that we realized we needed to make a significant change in our approach towards performance, and that we must embrace performance as part of our culture. Dan Shappir. Large preview ).

Website 126

Website Performance Google Media 126

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 178

Programming Cloud Virtualization Technology 178

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. These metrics include CPU, memory, disk, and network I/O. This adoption will further impact carbon emissions.

Energy 242

Energy Cloud Airlines Strategy 242

Alex Russell

MAY 9, 2022

Despite advances in browser tooling , automated evaluation , lab tools , guidance , and runtimes , however, teams struggle to deliver even decent performance with today's popular frameworks. What is Performance? It may seem a silly question, but what is performance, exactly?

Performance 86

Performance Latency Metrics Engineering 86

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

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

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. By removing physical dependencies, automation can help perform SRE at scale. Make SRE accessible.

Best Practices 196

Best Practices Open Source Tuning Infrastructure 196

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. Conceptually, e very DML on a table needs to update all the indexes of the table.

Tuning 126

Tuning Cache Storage Database 126

Dynatrace

NOVEMBER 12, 2021

A new generation of automated solutions — designed to provide end-to-end observability of assets, applications, and performance across legacy and cloud systems — make that job easier, says Federal Chief Technology Officer Willie Hicks at Dynatrace. Observability means taking application performance management (APM) to the next level.

Cloud 180

Cloud Monitoring Network Azure 180

Dynatrace

SEPTEMBER 5, 2023

Generative AI is artificial intelligence capable of generating code, text, and other types of output, using trained, generative models. You must enable business process automation to improve that environment I described earlier of that NOC (Network Operations Center) of manual engagement. The combination is synergistic. “You

Cloud 230

Cloud Artificial Intelligence Innovation Azure 230

DZone

MAY 20, 2019

SD-WAN (software-defined wide area network) is probably the most successful business adoption of SDN architecture and is continuously growing, as last year IDC forecast it to reach $4.5 billion by 2022. Challenges.

Monitoring 100

Monitoring Network Traffic Architecture 100

Dean Hume

JULY 30, 2018

My journey to and from work involves a small journey on a train. Without fail, there is this spot along the line where my network connection drops from a clear 4G signal to a 2G signal at best. This is where the Network Information API aims to change things. In terms of web performance - this is HUGE! Show me the money!

Network 40

Network Speed Google Mobile 40

Dean Hume

JULY 30, 2018

My journey to and from work involves a small journey on a train. Without fail, there is this spot along the line where my network connection drops from a clear 4G signal to a 2G signal at best. This is where the Network Information API aims to change things. In terms of web performance - this is HUGE! Show me the money!

Network 40

Network Speed Google Mobile 40