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Thursday, July 11, 2019

Machine Learning Interpretability: Free eBook

Its the ultimate need for any problem solving method, interpreting the results you get from complex methods.

Just scanned this new O'Reilly eBook.  30+ pages, nicely done, includes links and technical details.  But could still be utilized by engineering oriented management.   Good simple graphics, and emphasis on readily understood methods like decision trees.   Could have used some more industry specific examples, to indicate the breadth of needs.    Link to a download below. 

The latest data science superpower—interpreting ML
Amp up your superpowers with this free ebook  ... 

Machine learning algorithms are incredibly useful and increasingly complex. But when the complexity outpaces interpretability, human trust suffers, leading to stalled adoption, regulation, and difficulties with model documentation.

That's why the latest data science superpower is the ability to interpret machine learning—amp up your powers with this free ebook.

An Introduction to Machine Learning Interpretability takes you through the basics and provides a set of machine learning techniques, algorithms, and models that will help you improve the accuracy of your predictive models while maintaining interpretability.Machine learning algorithms are incredibly useful and increasingly complex. But when the complexity outpaces interpretability, human trust suffers, leading to stalled adoption, regulation, and difficulties with model documentation.

That's why the latest data science superpower is the ability to interpret machine learning—amp up your powers with this free ebook.

An Introduction to Machine Learning Interpretability takes you through the basics and provides a set of machine learning techniques, algorithms, and models that will help you improve the accuracy of your predictive models while maintaining interpretability.  ..... " 

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