The Netflix TechBlog

MAY 21, 2019

There are several problems efficient test scheduling could help us solve: Quickly detect a regression in the integration of the Netflix SDK on a consumer electronic or MVPD (multichannel video programming distributor) device. Likewise it has very low requirements on the initial amount of training data.

Testing 163

Testing AWS Lambda Network 163

Percona

OCTOBER 18, 2023

Migrating a proprietary database to open source is a major decision that can significantly affect your organization. Advantages of migrating to open source For many reasons mentioned earlier, organizations are increasingly shifting towards open source databases for their data management needs.

Open Source 98

Open Source Database Strategy Hardware 98

O'Reilly

APRIL 30, 2024

Market structure is not simply the number of firms, but the cost structure and economic incentives in the market that follow from the institutions, adjacent government regulations, and available financing. These platforms made markets more efficient and delivered enormous value both to users and to product suppliers.

Social Media 90

Social Media Artificial Intelligence Innovation Logistics 90

Adrian Cockcroft

NOVEMBER 26, 2023

SUS101: Sustainability innovation in AWS Global Infrastructure AWS is determined to make the cloud the cleanest and most energy-efficient way to run customers’ infrastructure and business. This includes providing the efficient, resilient services AWS customers expect, while minimizing their environmental footprint.

AWS 52

AWS Energy IoT Best Practices 52

The Netflix TechBlog

OCTOBER 23, 2019

Jeremy Smith , Jonathan Indig , Faisal Siddiqi We are pleased to announce the open-source launch of Polynote : a new, polyglot notebook with first-class Scala support, Apache Spark integration, multi-language interoperability including Scala, Python, and SQL, as-you-type autocomplete, and more.

Open Source 234

Open Source Code Website Availability 234

O'Reilly

JULY 18, 2023

How should you teach students in your classes knowing that these AI tools are widely available? But AI tools like ChatGPT generate code with slight variations between responses, which is enough to fool most plagiarism detectors that instructors have available today. Others shared concerns over the training data bias for AI tools.

Programming 64

Programming Education Code Strategy 64

O'Reilly

MAY 25, 2021

GPT-3 is essentially an auto-complete bot whose underlying Machine Learning (ML) model has been trained on vast quantities of text available on the Internet. Open source projects such as EleutherAI have drawn inspiration from GPT-3. Note that the dataset on which GPT-3 trained terminated around October 2019.

Social Media 140

Social Media Media Internet Internet 140

The Morning Paper

DECEMBER 13, 2020

Entity Resolution (ER) aims to identify different descriptions that refer to the same real-world entity appearing either within or across data sources, when unique entity identifiers are not available. Dynamic approaches schedule block processing on the fly to maximise efficiency. Open source ER systems.

Big Data 83

Big Data Open Source Processing Analytics 83

The Netflix TechBlog

OCTOBER 23, 2019

Jeremy Smith , Jonathan Indig , Faisal Siddiqi We are pleased to announce the open-source launch of Polynote : a new, polyglot notebook with first-class Scala support, Apache Spark integration, multi-language interoperability including Scala, Python, and SQL, as-you-type autocomplete, and more.

Open Source 108

Open Source Code Website Availability 108

The Netflix TechBlog

OCTOBER 23, 2019

Jeremy Smith , Jonathan Indig , Faisal Siddiqi We are pleased to announce the open-source launch of Polynote : a new, polyglot notebook with first-class Scala support, Apache Spark integration, multi-language interoperability including Scala, Python, and SQL, as-you-type autocomplete, and more.

Open Source 100

Open Source Code Website Availability 100

Percona

NOVEMBER 9, 2023

At its core, Kubernetes (often abbreviated as K8s) is an open source tool that automates the deployment, scaling, and management of containerized applications. Maintaining high availability Kubernetes also makes it easier for applications to scale in response to changing workloads to maintain high availability.

Efficiency 108

Efficiency Cloud Healthcare Open Source 108

Percona

JUNE 22, 2023

To make data count and to ensure cloud computing is unabated, companies and organizations must have highly available databases. This guide provides an overview of what high availability means, the components involved, how to measure high availability, and how to achieve it. How does high availability work?

Availability 113

Availability Database Open Source Hardware 113

The Symphonia

JANUARY 21, 2019

Back in the Dim And Distant Past of 2003 I even co-led an open source project that brought some at-the-time interesting innovations to this area. We even put CI/CD front and center in our training courses ?—?we CodePipeline can also be more efficient than CodeBuild by itself since it can overlap concurrent executions.

AWS 40

AWS Open Source Lambda Serverless 40

O'Reilly

NOVEMBER 28, 2023

16% of respondents working with AI are using open source models. ChatGPT was opened to the public on November 30, 2022, roughly a year ago; the art generators, such as Stable Diffusion and DALL-E, are somewhat older. Training models and developing complex applications on top of those models is becoming easier.

Open Source 111

Open Source Google Artificial Intelligence Infrastructure 111

Scalegrid

MAY 13, 2020

Greenplum Database is an open-source , hardware-agnostic MPP database for analytics, based on PostgreSQL and developed by Pivotal who was later acquired by VMware. High performance, query optimization, open source and polymorphic data storage are the major Greenplum advantages. Open Source. Major Use Cases.

Big Data 321

Big Data Database Artificial Intelligence Open Source 321

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. Select Install OneAgents to access simple prompts that you can copy and paste for rapid OneAgent installation.

Analytics 169

Analytics Infrastructure Monitoring Cloud 169

Dynatrace

SEPTEMBER 21, 2023

As global warming advances, growing IT carbon footprints are pushing energy-efficient computing to the top of many organizations’ priority lists. Energy efficiency is a key reason why organizations are migrating workloads from energy-intensive on-premises environments to more efficient cloud platforms.

Energy 228

Energy Cloud Airlines Strategy 228

O'Reilly Software

OCTOBER 23, 2018

"Entropy" refers to the second law of thermodynamics, which roughly states that systems over time will degrade into an increasingly chaotic state, such that the amount of energy in the system available for work is diminished. Talent strategy: how you source and retain talent, how you train them.

Strategy 100

Strategy Architecture Technology Technology 100

Percona

DECEMBER 18, 2023

Percona is a leading provider of unbiased, performance-first, open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive, free from vendor lock-in. A release highlight is that Docker images are now available for x86_64 architectures.

Monitoring 93

Monitoring Open Source Servers Database 93

O'Reilly

MARCH 23, 2023

which has received some specialized training. with specialized training. An API for ChatGPT is available. GPT-2 is open source. GPT-3 and GPT-4 are not open source, but are available for free and paid access. Sydney is based on GPT-4, 1 with additional training. GPT-2, 3, 3.5,

Google 107

Google Open Source Programming Code 107

All Things Distributed

NOVEMBER 22, 2016

A set of programming models has emerged to help developers define and train AI models with deep learning; along with open source frameworks that put deep learning in the hands of mere mortals. Some examples of popular deep learning frameworks that we support on AWS include Caffe, CNTK, MXNet, TensorFlow, Theano, and Torch.

AWS 167

AWS Open Source Scalability Programming 167

Percona

FEBRUARY 13, 2023

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. It is a free, fully compatible, enhanced, and open source drop-in replacement for any MySQL database. Take a look!

Open Source 90

Open Source Database Servers Scalability 90

Percona

MAY 29, 2023

Percona is a leading provider of unbiased, performance-first, open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive, free from vendor lock-in. was released, the most stable, scalable, and secure open source MySQL distribution.

Open Source 83

Open Source Servers Scalability Database 83

Percona

OCTOBER 16, 2023

Percona is a leading provider of unbiased, performance-first, open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive, free from vendor lock-in. Take a look. Percona Monitoring and Management 2.40.0 was released. Community Edition.

Servers 79

Servers Monitoring Open Source Scalability 79

Percona

DECEMBER 27, 2022

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. It is an open source database monitoring, management, and observability solution for MySQL, PostgreSQL, and MongoDB.

Monitoring 52

Monitoring Open Source Database Servers 52

Dynatrace

MARCH 16, 2021

It takes times to train statistics-based machine learning solutions, and this approach doesn’t scale easily with modern, dynamic cloud-native environments. In theory, implementing an AIOps solution across enterprise IT environments can improve efficiency, drive better overall business value, and improve customer success.

Artificial Intelligence 188

Artificial Intelligence Open Source Cloud Analytics 188

Brendan Gregg

NOVEMBER 13, 2017

He never seriously mentors or trains other staff – he does not see that as useful to his own career. **Bob Other staff devise processes to work around Bob, reducing the company's efficiency. He is brilliant at convincing the company to let him do what he wants, even when that ignores market demand or his own past performance.

Engineering 111

Engineering Energy Technology Technology 111

O'Reilly

OCTOBER 19, 2021

Since the needs of data-intensive applications are diverse, it is useful to have a general-purpose compute layer that can handle different types of tasks from IO-heavy data processing to training large models on GPUs. Today, a number of cloud-based, auto-scaling systems are easily available, such as AWS Batch.

DevOps 140

DevOps Software Engineering Open Source Infrastructure 140

Percona

APRIL 10, 2023

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. Offered free as an open source solution, Percona XtraBackup drives down backup costs while providing unique features for MySQL backups.

Open Source 83

Open Source Servers AWS Database 83

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

The Netflix TechBlog

OCTOBER 18, 2022

These include ETL pipelines, ML model training workflows, batch jobs, etc. Meson was based on a single leader architecture with high availability. Similarly, ML model training workflows usually consist of tens of thousands of training jobs within a single workflow. But sometimes, it is not efficient.

Java 205

Java Scalability Traffic Architecture 205

Percona

MARCH 27, 2023

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. It is an open source database monitoring, management, and observability solution for MySQL, PostgreSQL, and MongoDB.

Open Source 84

Open Source Servers Scalability Cache 84

Percona

DECEMBER 12, 2022

Percona is a leading provider of unbiased open source database solutions that allow organizations to easily, securely, and affordably maintain business agility, minimize risks, and stay competitive. 43 was released and includes all the features and bug fixes available in MySQL 5.7.40 It’s time for the release roundup!

Open Source 62

Open Source Azure Servers Database 62

IO River

NOVEMBER 2, 2023

significant factor that contributed to Terraform's rise to prominence is its open-source nature. Being open-source, Terraform invited a vast community of developers and companies to rally around it. This offers not just an audit train but an “audit trail on steroids.”‍A

Open Source 40

Open Source DevOps AWS Azure 40

All Things Distributed

MARCH 19, 2018

For example, training on more data means more accurate models. Last re:Invent, to make the problem of authoring, training, and hosting ML models easier, faster, and more reliable, we launched Amazon SageMaker. Machine learning models are usually trained tens or hundreds of times. In machine learning, more is usually more.

Scalability 153

Scalability Hardware AWS Tuning 153

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. It's not because there are no other options available to them because of structural issues. A cloud provider packages up vast pools of compute resources and resells them as cloud services.

Cloud 187

Cloud Hardware Infrastructure Innovation 187

The Netflix TechBlog

DECEMBER 11, 2020

This gives us access to Netflix’s Java ecosystem, while also giving us the robust language features such as coroutines for efficient parallel fetches, and an expressive type system with null safety. For storing schema changes, we use an internal library that implements the event sourcing pattern on top of the Cassandra database.

Architecture 251

Architecture Best Practices Engineering Open Source 251