Netflix Tech

AUGUST 24, 2022

It will become clear that the RL based solution to budget constrained recommendation problems fits well within the recommender system architecture for slate construction. Once we have a model for q , we can use that as the item scorer in the above slate recommender system architecture. If the discount factor ? =0, Therefore q with ? =

Budget 71

Budget Construction Policies Comparison 71

OTS Solutions

NOVEMBER 26, 2023

Furthermore, multi-cloud architecture enables seamless data management and integration, ensuring uninterrupted operations and enhancing the overall agility and competitiveness of businesses in today’s dynamic and fast-paced digital landscape. So, crunch those numbers and make every penny count.

Strategy 130

Strategy Cloud Technical Review Development Team Review 130

Honeycomb

OCTOBER 17, 2022

This eliminates the time-consuming APM workflow of jumping from metrics dashboards to individual logs and traces to guess at problematic patterns. You start from the metric spike alert that leads you to a chart of how a count changed. You can look at a dashboard of metrics to eyeball what else spiked. BubbleUp Permalinks.

Comparison 49

Comparison Metrics Analysis Applications 49

Codegiant

DECEMBER 19, 2023

SQL Support Despite its unique architecture, ClickHouse supports SQL for querying data. Real-Time Performance Monitoring Codegiant integrates ClickHouse to capture and store detailed performance metrics efficiently. Optimized for Analytics : Analytics queries often involve aggregations like COUNT, SUM, or AVG.

Storage 52

Storage Analytics Metrics Scalability 52

Altexsoft

DECEMBER 28, 2018

According to the RightScale 2018 State of the Cloud report, serverless architecture penetration rate increased to 75 percent. Aware of what serverless means, you probably know that the market of cloudless architecture providers is no longer limited to major vendors such as AWS Lambda or Azure Functions. Where does serverless come from?

Serverless 68

Serverless Azure AWS Architecture 68

Cloudera

MAY 13, 2021

but have you really examined the stream processing engines out there in a side-by-side comparison to make sure? Our Choose the Right Stream Processing Engine for Your Data Needs whitepaper makes those comparisons for you, so you can quickly and confidently determine which engine best meets your key business requirements.

Engineering 101

Engineering Comparison Open Source Scalability 101

Netflix Tech

SEPTEMBER 10, 2019

ABlaze: The standard view of analyses in the XP UI Suppose you’re running a new video encoding test and theorize that the two new encodes should reduce play delay, a metric describing how long it takes for a video to play after you press the start button. Getting Data with the Metrics Repo 2. Not at Netflix.

Analysis 86

Analysis Metrics Software Review Testing 86

Netlify

SEPTEMBER 7, 2021

As the adoption of Jamstack architecture goes mainstream in enterprises worldwide, there’s a growing need to centralize application management using the tools that are already in place. Need for longer log retention for month-over-month comparisons and cold storage. Datadog Integration.

Serverless 97

Serverless Comparison Enterprise Applications 97

Netflix Tech

NOVEMBER 2, 2021

Perceptual quality measurements are used to drive video encoding optimizations , perform video codec comparisons , carry out A/B testing and optimize streaming QoE decisions to mention a few. In particular, the VMAF metric lies at the core of improving the Netflix member’s streaming video quality. Assembly for two of the metrics (e.g.

Microservices 68

Microservices Video Metrics Media 68

DataRobot

MAY 26, 2022

These comparisons enable the modeler and validator alike to evaluate the model’s performance, and assess it against the business objectives for which it was created. Figure 4: DataRobot provides an interactive ROC curve specifying relevant model performance metrics on the bottom right.

Compliance 52

Compliance Metrics Machine Learning Artificial Inteligence 52

Mobilunity

DECEMBER 24, 2022

It deals with sitemaps, architecture, customer journeys, prototypes, etc. UI vs UX: Comparison Table. To illustrate the difference between a freelance UX and a freelance UI designer , take a look at this comparison table. This means the ways users can interact with a product and use it. The customer is at the center of UX.

UI/UX 52

UI/UX Technical Review Comparison Recruiting 52

UruIT

SEPTEMBER 16, 2020

Throughout this article, we’ll guide you through an in-depth comparison of Flutter and React Native to help you choose which technology fits your idea better. Here are a few examples of performance comparison reports that you can find on the internet: Graphics source. What are Flutter and React Native? React Native.

Weak Development Team 124

Weak Development Team Software Review Architecture Technical Review 124

Infinidat

DECEMBER 15, 2020

Most enterprise array architectures are built around a controller-pair oriented hardware design. Infinidat's InfiniBox uses an architecture with three controllers, all of which cooperate together in active/active/active mode during normal operation. One metric that is important is how efficient the storage operating system code is.

Storage 52

Storage Enterprise Software Review Technical Review 52

Infinidat

DECEMBER 15, 2020

Most enterprise array architectures are built around a controller-pair oriented hardware design. Infinidat's InfiniBox uses an architecture with three controllers, all of which cooperate together in active/active/active mode during normal operation. One metric that is important is how efficient the storage operating system code is.

Storage 52

Storage Enterprise Software Review Technical Review 52

Altexsoft

SEPTEMBER 21, 2023

Analysis of logs, metrics, and security events. With Elasticsearch, you can aggregate and analyze large streams of logs, metrics, and security events in near real-time, making it indispensable for system monitoring and security information and event management (SIEM). Key components of the Elasticsearch architecture.

Weak Development Team 52

Weak Development Team Analytics Engineering Development Team Review 52

Altexsoft

NOVEMBER 12, 2020

SRE vs DevOps comparison. Metrics are crucial. Corresponds to “the more automation the better”, “metrics are crucial”. Corresponds to “metrics are crucial”. To measure the availability and thus ensure that everything goes right, SRE offers to use three metrics. id=””>. What is SRE? Minimize toil.

DevOps 96

DevOps Engineering Software Review Weak Development Team 96

Netflix Tech

FEBRUARY 13, 2020

Image decoding in hardware may not be a primary motivator, given the peculiarities of OS dependent UI composition, and architectural implications of moving uncompressed image pixels around. Image compression comparison framework We have open sourced a Docker based framework for comparing various image codecs.

Software Review 84

Software Review Metrics Video Comparison 84

Netflix Tech

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., Figure 4: encoder architectures to handle various kinds of title-related inputs.

Machine Learning 94

Machine Learning Artificial Inteligence Film Training 94

DataRobot

MARCH 31, 2022

One of the most popular AI governance architectures is human-over-the-loop. Service Health tracks metrics about a deployment’s ability to respond to prediction requests quickly and reliably. For Accuracy , the notification conditions relate to a performance optimization metric for the underlying model in the deployment.

Load Balancer 52

Load Balancer Metrics Government Telecommunications 52

Netflix Tech

JANUARY 11, 2022

For example we rely on difference-in-differences techniques for unbiased comparisons between the potentially different audiences experiencing each advertising treatment, and these approaches effectively reduce the sample size ( more details for the very interested reader). Are there metrics that can yield a signal faster?

Data 97

Data Metrics Testing Analysis 97

Netflix Tech

FEBRUARY 20, 2019

Having the right metrics available on demand and at a high resolution is key to understanding how a system behaves and helps to quickly troubleshoot performance issues. For more information on the background and architecture of Vector and PCP, you can see our earlier tech blog post “ Introducing Vector ”. is more clearly visible.

Performance 84

Performance Open Source Metrics Real Estate 84

Mobilunity

NOVEMBER 19, 2023

Through cross-validation, error analysis, and other metrics, we guarantee that the model meets your specific criteria, delivering results that are both accurate and reliable. Senior Developer: The lead developer in the team, overseeing code quality and architecture.

UI/UX 52

UI/UX Data Machine Learning Artificial Inteligence 52

Honeycomb

MAY 23, 2022

The work done by software we ourselves develop was both the easiest to move – because we control the build, and so could re-compile for the Arm architecture – and the highest-impact, as it makes up the bulk of our compute spend. Instances[]' | jq -cs '.[] | {arch: Architecture, type: InstanceType, tags: (.Tags//[])|from_entries|{name:

AWS 88

AWS Lambda Architecture Testing 88

Honeycomb

JANUARY 19, 2022

Time-over-time comparison: Compare any set of requests with the similar requests from an earlier comparable time period, for example see how this time window compares to the same time window one week ago. It gives you information about your request—its name, query fields, and metrics such as the duration of your request.

Development 52

Development Serverless Software Review Windows 52

The Agile Monkey

NOVEMBER 27, 2018

Utilizing AWS Hosted Technologies to Bootstrap a Simple Cloud E-Commerce Solution A Very Brief Serverless Introduction There are plenty of blog posts and documentation that give introductions to serverless architectures in general and specific providers and technologies. More entry points for hackers?—?With How good is this application?

Serverless 40

Serverless AWS Architecture Microservices 40

Netflix Tech

MARCH 13, 2020

The teams have been working closely on SVT-AV1 development, discussing architectural decisions, implementing new tools, and improving compression efficiency. Architectural features One of Intel’s goals for SVT-AV1 development was to create an AV1 encoder that could offer performance and scalability.

Open Source 61

Open Source Testing Linux Performance 61

O'Reilly Media - Ideas

JANUARY 25, 2024

While we like to talk about how fast technology moves, internet time, and all that, in reality the last major new idea in software architecture was microservices, which dates to roughly 2015. Just a few notes on methodology: This report is based on O’Reilly’s internal “Units Viewed” metric. This has been a strange year.

Trends 118

Trends Technical Review Technology Artificial Inteligence 118

Altexsoft

JULY 18, 2023

This article will expose Apache Spark architecture, assess its advantages and disadvantages, compare it with other big data technologies, and provide you with the path to learning this impactful instrument. Two key abstractions in Spark architecture are the Resilient Distributed Dataset (RDD) and the Directed Acyclic Graph (DAG).

Weak Development Team 52

Weak Development Team Big Data Data Machine Learning 52

Cloudera

SEPTEMBER 9, 2021

That type of architecture results in consolidation of compute and storage resources by up to a factor of 6 (moving to COD from an HA based IaaS model) reducing associated cloud infrastructure costs. . Composable architectures for end-to-end use cases: Instead of adding a different service (e.g.,

Storage 92

Storage Azure Technical Review Database Administration 92

Xicom

FEBRUARY 23, 2021

Step 3: The Game Architecture. Irrespective of any project, architecture is one of the most critical steps to allow your app or website to uphold and scale. Considering that the app market is ever-evolving, the top iOS app development companies opt for the latest architecture instead of a monolithic. Image Source.

Games 59

Games Weak Development Team Development Advertising 59

Altexsoft

JUNE 21, 2023

It is a hotel performance metric representing the average revenue earned for each room rented out in a hotel over a certain period. The metric includes all types of rooms and rates, whether discounted, group, or the best available ones. Below you will find the key advantages of using the ADR metric.

KPI 52

KPI Hotels Strategy Machine Learning 52

Netflix Tech

JUNE 15, 2022

By Alex Hutter , Falguni Jhaveri , and Senthil Sayeebaba In a previous post , we described the indexing architecture of Studio Search and how we scaled the architecture by building a config-driven self-service platform that allowed teams in Content Engineering to spin up search indices easily.

UI/UX 73

UI/UX Engineering Policies Examples 73

Kentik

MARCH 6, 2019

Networking is not evaporating into the cloud but instead has become a critical component that underpins every part of modern application architecture. Below is a comparison table from the Kubedex community if you want to get nerdier on this topic. Application developers usually assume that the network below layer 4 “just works.”

Network 63

Network Microservices .Net Load Balancer 63

Netflix Tech

DECEMBER 11, 2018

we changed both the visual design and the underlying UI architecture. Was it the design, the UI architecture, or both? After a more thorough look at metrics, we found that both the new visual design and move to React were impacting members in different ways. Isolating Changes Our initial test design had a fatal flaw?—?we

Video 89

Video Testing Architecture Applications 89

Netlify

NOVEMBER 11, 2021

Well, let’s explore what the world of “partial hydration” and “islands architecture” can do for us. So if you’re shipping components for every DOM element on the page, this could mean a slower time to interactive metric. We just used islands architecture. This is a simplified form of partial hydration with islands architecture.

UI/UX 98

UI/UX Architecture Resources Tools 98

Hacker Earth Developers Blog

SEPTEMBER 24, 2018

We will learn topics such as intersection over area metrics, non maximal suppression, multiple object detection, anchor boxes, etc. Intersection over Union ( IoU ) is an evaluation metric that is used to measure the accuracy of an object detection algorithm. To calculate this metric, we need: The ground truth bounding boxes (i.e.

Training 190

Training Video Software Review Testing 190

UruIT

SEPTEMBER 16, 2020

Throughout this article, we’ll guide you through an in-depth comparison of Flutter and React Native to help you choose which technology fits your idea better. Here are a few examples of performance comparison reports that you can find on the internet: Graphics source. What are Flutter and React Native? React Native.

Weak Development Team 52

Weak Development Team Software Review Architecture Technical Review 52