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Supporting Diverse ML Systems at Netflix

Netflix Tech

The Machine Learning Platform (MLP) team at Netflix provides an entire ecosystem of tools around Metaflow , an open source machine learning infrastructure framework we started, to empower data scientists and machine learning practitioners to build and manage a variety of ML systems.

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PaaS, IaaS, and SaaS: Making the Right Choice for Your Oracle Cloud Migration

Datavail

Using SaaS is best in the following situations: Your software needs to prioritize scalability and accessibility from anywhere at any time. An off-the-shelf product straight from the vendor can fit your business requirements. Beneath the umbrella of “the cloud,” however, there are several cloud services. Oracle Data Cloud.

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Black Box Machine Learning in the Cloud

Erik Bernhardsson

Focusing on a particular niche makes it easier to build something that works off the shelf. In a year’s time there will be open source libraries with pre-trained models for image classification that are on par with anything you can get through an API (probably better). Then there’s a ton of startups: PredictionIO ($2.7M

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Supercharge your Airflow Pipelines with the Cloudera Provider Package

Cloudera

Many customers looking at modernizing their pipeline orchestration have turned to Apache Airflow, a flexible and scalable workflow manager for data engineers. Airflow users can avoid writing custom code to connect to a new system, but simply use the off-the-shelf providers. Step 0: Skip if you already have Airflow.

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Black Box Machine Learning in the Cloud

Erik Bernhardsson

Focusing on a particular niche makes it easier to build something that works off the shelf. In a year’s time there will be open source libraries with pre-trained models for image classification that are on par with anything you can get through an API (probably better). Then there’s a ton of startups: PredictionIO ($2.7M

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Microservices Done Right: Avoid the Antipatterns! Part 1

Accenture

Microservices architecture has become popular over the last several years. Many organizations have seen significant improvements in critical metrics such as time to market, quality, and productivity as a result of implementing microservices. Recently, however, there has been a noticeable backlash against microservices. Avoid the Antipatterns!

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Netflix at AWS re:Invent 2019

Netflix Tech

To sustain this data growth at Netflix, it has deployed open-source software Ceph using AWS services to achieve the required SLOs of some of the post-production workflows. Netflix delivers shows like Sacred Games, Stranger Things, Money Heist, and many more to more than 150 million subscribers across 190+ countries around the world.

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