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Hands-on Training of Data Mining Through Visual Programming and Interactive Data Analysis Blaz Zupan University of Ljubljana, Slovenia

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Page 1: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Hands-on Training of Data Mining Through Visual Programming and Interactive Data Analysis

Blaz Zupan University of Ljubljana, Slovenia

Page 2: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Page 3: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016

Page 4: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Introduction to Data Mining @ Mol Life of Stem Cells 2016 Ljubljana, September 2016

Page 5: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Data ScienceLinear algebra

Probability

Statistics

Mathematical optimization

Data representation

High performance computing

Scripting languages

Data visualization

Page 6: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Data Science for Data Owners

Intuition

No fuss with math or programming

Accessible & easy to use

Visualizations

Explorative interfaces

Page 7: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

The Challenge

Consider data owners with no previous training or math, statistics or computer science.

Can we train them to reconnect with their data?

Can we do it in a single day?

Even with big data?

Page 8: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Interaction

Page 9: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Experimentation

Page 10: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

On-The-Fly Data Creation

Page 11: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Do Some Crazy Stuff

Page 12: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

ConclusionCan we train data owners to use data science?Yes.

Can we do it in two days?Most likely.

What is required?A good explorative analysis tool. And a good teacher.

Will data owners then become data scientists?No. Or, better, probably no.

Can this work on big data? Sure. No difference here.

How about deep learning and stuff? Embedding is low hanging fruit. Start here.

Page 13: Hands-on Training of Data Mining - European Commission · Introduction to Data Mining Class Baylor College of Medicine, Houston, September 2016. Introduction to Data Mining @ Mol

Thanks toGad Shaulsky Adam Kuspa Rafael Rosengarten

Funding ARRS

EU Comission NIH

Fulbright

Boro Nikić Marko Limbek

Janez Demšar Anže Starič

Aleš Erjavec Ajda Pretnar Tomaž Curk

Marko Toplak Tomaž Hočevar

Lan Žagar Vesna Tanko Jure Žbontar

Marinka Žitnik Martin Stražar Andrej Čopar

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