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21:58
Data Science Follow 339 Followers

Causal Modeling Using Software Called TETRAD V

Posted by Suchitra Abel  on  Oct 04, 2017 Posted by Suchitra Abel Follow 0 Followers  on  Oct 04, 2017

Suchitra Abel introduces TETRAD and some of its components used for causal modeling to find out the proper causes and effects of an event.

44:35
Data Science Follow 339 Followers

Evaluating Machine Learning Models: A Case Study

Posted by Nelson Ray  on  Oct 04, 2017 Posted by Nelson Ray Follow 0 Followers  on  Oct 04, 2017

Nelson Ray talks about on how to estimate the business impact of launching various machine learning models, in particular, those Opendoor uses for modeling the liquidity of houses.

38:23
Data Science Follow 339 Followers

When Models Go Rogue: Hard Earned Lessons on Using Machine Learning in Production

Posted by David Talby  on  Aug 19, 2017 Posted by David Talby Follow 0 Followers  on  Aug 19, 2017

David Talby summarizes best practices & lessons learned in ML, based on nearly a decade of experience building & operating ML systems at Fortune 500 companies across several industries.

27:57
Data Science Follow 339 Followers

Causal Inference in Data Science

Posted by Amit Sharma  on  Aug 11, 2017 Posted by Amit Sharma Follow 0 Followers  on  Aug 11, 2017

Amit Sharma discusses the value of counterfactual reasoning and causal inference, demonstrating that relying on predictive modeling based on correlations can be counterproductive.

48:32
Data Science Follow 339 Followers

Predictability in ML Applications

Posted by Claudia Perlich  on  Mar 23, 2017 Posted by Claudia Perlich Follow 0 Followers  on  Mar 23, 2017

Claudia Perlich presents scenarios in which the combination of different and highly informative features can have significantly negative overall impact on the usefulness of predictive modeling.

45:21
Architecture & Design Follow 806 Followers

Framing Our Potential for Failure

Posted by Michelle Brush  on  Mar 18, 2017 Posted by Michelle Brush Follow 0 Followers  on  Mar 18, 2017

Michelle Brush discusses modeling complex systems and architectural changes that could introduce new modes of failure, using examples from embedded systems to large stream processing pipelines.

36:16
Architecture & Design Follow 806 Followers

Papyrus for Real Time: Executable Modeling on Eclipse

Posted by Charles Rivet  on  Jul 07, 2016 Posted by Charles Rivet Follow 0 Followers  on  Jul 07, 2016

Charles Rivet introduces Papyrus RT, an industrial-grade modeling environment for the development of complex, software intensive, real-time, embedded, cyber-physical systems.

49:35
Data Science Follow 339 Followers

Startup ML: Bootstrapping a Fraud Detection System

Posted by Michael Manapat  on  Apr 16, 2016 Posted by Michael Manapat Follow 0 Followers  on  Apr 16, 2016

Michael Manapat talks about how to choose, train, and evaluate models, how to bridge the gap between training and production systems, and avoiding pitfalls.

01:00:40
Architecture & Design Follow 806 Followers

Trench Talk: Models and Friends

Posted by Yves Reynhout  on  Feb 24, 2016 Posted by Yves Reynhout Follow 0 Followers  on  Feb 24, 2016

Yves Reynhout discusses models, how they're created and tested against scenarios, how they're useful, what distinguishes them from others, how they're visualized and communicated, etc.

30:38
Followers

Model Migration with Edapt

Posted by Maximilian Koegel  on  Aug 23, 2015 Posted by Maximilian Koegel Follow 0 Followers  on  Aug 23, 2015

Maximilian Koegel introduces Edapt, describing its basic features and demonstrating how it can be used for migrating models in real life applications.

49:49
Followers

Developing Functional Domain Models with Event Sourcing

Posted by Chris Richardson  on  Aug 19, 2015 Posted by Chris Richardson Follow 18 Followers  on  Aug 19, 2015

Chris Richardson describes how to implement business logic using a domain model that is based on event sourcing. He compares and contrasts a hybrid OO/FP design with a purely functional approach.

34:49
Followers

Building Business UIs with EMF Forms

Posted by Maximilian Koegel  on  Jul 17, 2015 Posted by Maximilian Koegel Follow 0 Followers  on  Jul 17, 2015

Maximilian Koegel introduces declarative UI modeling, the EMF Forms framework and its tooling to create view models, sharing from his experience applying the concept to commercial projects.

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