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 225

Media Social Media Tuning Efficiency 225

Scalegrid

JANUARY 12, 2024

This article analyzes cloud workloads, delving into their forms, functions, and how they influence the cost and efficiency of your cloud infrastructure. Storage is a critical aspect to consider when working with cloud workloads. This opens up possibilities not only difficult but almost impossible to attain conventionally! Additionally.

Cloud 130

Cloud Virtualization Storage Efficiency 130

The Netflix TechBlog

FEBRUARY 13, 2023

We have been leveraging machine learning (ML) models to personalize artwork and to help our creatives create promotional content efficiently. Media Feature Storage: Amber Storage Media feature computation tends to be expensive and time-consuming. We accomplish this by paving the path to: Accessing and processing media data (e.g.

Media 290

Media Storage Infrastructure Systems 290

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

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. Polymorphic Data Storage. At a glance – TLDR. The Greenplum Architecture. Greenplum Advantages.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

Percona

OCTOBER 18, 2023

Flexibility and scalability Open source databases provide much greater flexibility regarding customization and configuration. Are you looking to enhance performance, improve scalability, cut expenses, or gain access to specific features you don’t currently have? Does anyone on my team require further training before we start?

Open Source 91

Open Source Database Hardware Strategy 91

The Morning Paper

APRIL 16, 2019

Teaching rigorous distributed systems with efficient model checking Michael et al., During the ten week course, students implement four different assignments: an exactly-once RPC protocol; a primary-backup system; Paxos; and a scalable, transactional key-value storage system. EuroSys’19. The last word.

Systems 43

Systems Efficiency Testing Strategy 43

The Morning Paper

OCTOBER 10, 2019

By consolidating multiple single models into one multi-task model, previous works have seen both efficiency and performance improvements on each task due to the inherent complementary structure that exists in separate visual tasks. The Flashlight, Lens, and Shop-The-Look datasets are all used as inputs to the training process.

Latency 58

Latency Storage Architecture Traffic 58

High Scalability

OCTOBER 24, 2022

There is no structural separation as there is with a train service. Each cloud-native evolution is about using the hardware more efficiently. There's a huge short-term and long-term efficiency of services that depends on the successful coordination of cloud services and infrastructure. For example, AWS created Nitro.

Cloud 187

Cloud Hardware Infrastructure Innovation 187

Percona

APRIL 10, 2023

Percona Distribution for PostgreSQL installs PostgreSQL and complements it with a selection of extensions that enable solving essential practical tasks efficiently. The aim of Percona Distribution for MongoDB is to enable you to run and operate your MongoDB efficiently with the data being consistently backed up. Community Edition.

Open Source 77

Open Source Servers AWS Database 77

All Things Distributed

DECEMBER 13, 2016

AWS is not only affordable but it is secure and scales reliably to drive efficiencies into business transformations. Fraud.net use AWS to support highly scalable, big data applications that run machine learning processes for real-time analytics. Fraud.net is a good example of this.

AWS 166

AWS Cloud Artificial Intelligence IoT 166

The Netflix TechBlog

FEBRUARY 13, 2020

By Aditya Mavlankar, Jan De C**k¹, Cyril Concolato, Kyle Swanson, Anush Moorthy and Anne Aaron TL; DR We need an alternative to JPEG that a) is widely supported, b) has better compression efficiency and c) has a wider feature set. High-Efficiency Video Coding ( HEVC ) is the successor of H.264, 264, a.k.a.

Code 212

Code Metrics Efficiency Open Source 212

IO River

NOVEMBER 2, 2023

It’s not just limited to cloud resources like AWS and Azure; Terraform is versatile, extending its capabilities to key performance areas like Content Delivery Network (CDN) management, ensuring efficient content delivery and optimal user experience.‍Started This offers not just an audit train but an “audit trail on steroids.”‍A

Open Source 52

Open Source DevOps AWS Azure 52

Percona

DECEMBER 12, 2022

Percona Distribution for PostgreSQL installs PostgreSQL and complements it with a selection of extensions that enable solving essential practical tasks efficiently. It is an enhanced, source-available, and highly-scalable database that is a fully-compatible, drop-in replacement for MongoDB 6.0.3 was released on December 8, 2022.

Open Source 62

Open Source Azure Database Servers 62

Percona

JUNE 22, 2023

It also supports the flexibility and scalability of the database infrastructure. This flexibility can be crucial in designing a scalable architecture. It combines synchronous replication, automatic data partitioning, and node-level failover to provide high availability and scalability.

Availability 107

Availability Database Open Source Hardware 107

IO River

NOVEMBER 2, 2023

This offers not just an audit train but an “audit trail on steroids.”‍A To scale from 5 to 10 machines, you simply adjust the default value of this variable from 5 to 10 and rerun the Terraform apply command.‍Beyond just VM instances, this scalability extends to other aspects of your infrastructure.

Open Source 40

Open Source DevOps AWS Azure 40

High Scalability

NOVEMBER 25, 2019

It is limited by the disk space; it can’t expand storage elastically; it chokes if you run few I/O intensive processes or try collaborating with 100 other users. Over time, costs for S3 and GCS became reasonable and with Egnyte’s storage plugin architecture, our customers can now bring in any storage backend of their choice.

Architecture 52

Architecture Cache Azure Storage 52