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34:13

MLeap: Release Spark ML Models

Posted by  on  Dec 04, 2016

Hollin Wilkins discusses the reasons behind MLeap, outes the programming time saved by using it, shows benchmarks of several online models, and provides a demo and examples of using it in practice.

32:43

Machine Learning Exposed!

Posted by  on  Nov 25, 2016

James Weaver takes a deeper dive into machine learning topics such as supervised learning, unsupervised learning, and deep learning, surveying various machine learning APIs and platforms.

43:27

Overview of Artificial Intelligence and Its Use in Analyzing “Voice of Cancer Patients”

Posted by  on  Nov 20, 2016

Alok Aggarwal overviews Artificial Intelligence and discusses a use case, “Voice of Cancer Patients” that uses ML and NLP algorithms to analyze unstructured text written by cancer patients.

42:43

Bringing Machine Learning to Every Corner of Your Business

Posted by  on  Nov 06, 2016 1

Danny Lange presents Uber’s Machine Learning service that can perform functions such as ETA, fraud detection, churn prediction, forecasting demand, and much more.

30:29

Achieving Mega-Scale Business Intelligence through Speed of Thought Analytics on Hadoop

Posted by  on  Oct 26, 2016

Ian Fyfe discusses the different options for implementing speed-of-thought business analytics and machine learning tools directly on top of Hadoop.

38:53

Developing a Machine Learning Based Predictive Analytics Engine for Big Data Analytics

Posted by  on  Oct 16, 2016

Ali Jalali presents how to develop a machine learning predictive analytics engine for big data analytics.

44:58

Building an AI in the Cloud

Posted by  on  Oct 02, 2016

Simon Chan shares the on-going challenges, the design dilemma and the steps to be taken when building customized large-scale predictive ML applications on a ML SaaS platform.

45:25

Machine Learning Fast and Slow

Posted by  on  Aug 28, 2016

Suman Deb Roy talks about some of Betaworks’ internal data tools and platform, product-specific solutions and best practices they learned when machine learning has to drive the startup road.

46:38

Vowpal Wabbit, A Machine Learning System

Posted by  on  Jul 03, 2016 1

John Langford discusses how to use Vowpal Wabbit in and as a machine learning system including architecture, unique capabilities, and applications, applied to personalized news recommendation.

34:20

Online Data Mining and Machine Learning

Posted by  on  Jul 01, 2016

Edo Liberty presents some basic concepts and an introduction to the subfields of machine learning and data mining.

41:26

Hunting Criminals with Hybrid Analytics

Posted by  on  May 10, 2016

David Talby demos using Python libraries to build a ML model for fraud detection, scaling it up to billions of events using Spark, and what it took to make the system perform and ready for production.

39:15

How Comcast Uses Data Science and ML to Improve the Customer Experience

Posted by  on  May 01, 2016 1

Jan Neumann presents how Comcast uses machine learning and big data processing to facilitate search for users, for capacity planning, and predictive caching.

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