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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

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. ETL workflows), as well as downstream (e.g.

Systems 226
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What is IT automation?

Dynatrace

Monitoring and logging are fundamental building blocks of observability. Adding AIOps to automation processes makes the volume of data that applications and multicloud environments generate much less overwhelming. Similarly, digital experience monitoring is another ongoing process that lends itself to IT automation.

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3. Psyberg: Automated end to end catch up

The Netflix TechBlog

This data pipeline monitors the various stages in the customer lifecycle. In the sequential load ETL, we have the following features: Catchup Threshold : This defines the lookback period for the data being read. Data Load Type : The ETL can either load the missed/new data specifically or reload the entire specified range.

Tuning 244
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Orchestrating Data/ML Workflows at Scale With Netflix Maestro

The Netflix TechBlog

Due to its popularity, the number of workflows managed by the system has grown exponentially. The scheduler on-call has to closely monitor the system during non-business hours. As the usage increased, we had to vertically scale the system to keep up and were approaching AWS instance type limits.

Java 202
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Data Pipelines: The Hammer for Every Nail

Abhishek Tiwari

Airflow provides rich scheduling and execution semantics enabling data engineers to easily define complex pipelines, running at regular intervals. Workflow platforms have emerged as a crucial component for these companies, enabling them to orchestrate complex tasks, automate processes, and ensure efficient collaboration.

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Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

High Scalability

has hours of system design content. They also do live system design discussions every week. Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! How to screen candidates efficiently, effectively, and without bias. Who's Hiring?

Education 105
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Sponsored Post: InterviewCamp.io, Scrapinghub, Fauna, Sisu, Educative, PA File Sight, Etleap, Triplebyte, Stream

High Scalability

has hours of system design content. They also do live system design discussions every week. Scrapinghub is hiring a Senior Software Engineer (Big Data/AI). this is going to be a challenging journey for any backend engineer! How to screen candidates efficiently, effectively, and without bias. Who's Hiring?

Education 102