Data Engineering for ML: Optimize for Cost Efficiency

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Data Engineering for ML: Optimize for Cost Efficiency


Last Updated on October 28, 2022

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Data Engineering for ML: Optimize for Cost Efficiency
 
Over the previous few years, quite a bit has modified on the planet of stream processing methods. This is particularly true as corporations handle bigger quantities of information than ever earlier than. 

In reality, roughly 2.5 quintiliion bytes price of information are generated on daily basis.

Manually processing the sheer quantity of information that the majority corporations accumulate, retailer, and sooner or later hope to make use of merely isn’t life like. So how can a company leverage fashionable advances in machine studying and construct scalable pipelines that can truly make use of information gathered from numerous sources?

This is precisely what Josh Wills hopes to perform along with his upcoming course, Data Engineering for Machine Learning

Throughout 4 classes stay with Josh, college students will discover ways to grasp the info engineering greatest practices required to assist dependable and scalable manufacturing fashions. 

More particularly, learners will: 

  • Build and monitor manufacturing companies for capturing high-quality information for mannequin coaching and for serving information computed in information warehouses
  • Design batch information pipelines for coaching fashions that combine numerous information sources, keep away from information leakage, and run-on time (to not point out below price range)
  • Learn the right way to make the leap from batch to streamlining pipelines to assist real-time mannequin options, mannequin analysis, and even mannequin coaching 

But right here’s the actual kicker for this course: Josh is particularly focusing in price optimization/discount methods that can have a tangible affect in your firm’s ROI.

In different phrases, the content material of this course will deal with the right way to effectively construct information methods that generate increased income at a decrease price. And because the power of the worldwide financial system continues to be unsure, growing earnings is on the high of thoughts for many organizations. 

Click right here to be taught extra about Josh Wills’s upcoming course, Data Engineering for Machine Learning
 

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