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Supporting Diverse ML Systems at Netflix

The Netflix TechBlog

For ETL and other heavy lifting of data, we mainly rely on Apache Spark. In addition to Spark, we want to support last-mile data processing in Python, addressing use cases such as feature transformations, batch inference, and training. Correspondingly, each application brings its own bespoke set of dependencies.

Systems 226
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What is IT automation?

Dynatrace

AI that is based on machine learning needs to be trained. This requires significant data engineering efforts, as well as work to build machine-learning models. While automating IT processes without integrated AIOps can create challenges, the approach to artificial intelligence itself can also introduce potential issues.

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2021 Data/AI Salary Survey

O'Reilly

Most respondents participated in training of some form. Learning new skills and improving old ones were the most common reasons for training, though hireability and job security were also factors. Company-provided training opportunities were most strongly associated with pay increases. Demographics.

Azure 145
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Education 105
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Education 102
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Education 102
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Education 105