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SADEX
     Swiss Association
            of
       Data Experts

http://lwsffhs.wordpress.com
    http://www.sadex.ch
    Follow @blattnerma




                          Dr. Marcel Blatter
“Challenges and opportunities for Data Science”




                                             Dr. Marcel Blatter
What is Data Science?




                        Dr. Marcel Blatter
What is Data Science?




Where is the “Science”
  in Data Science?




                         Dr. Marcel Blatter
What is Data Science?




  Where is the “Science”
    in Data Science?




Why should companies care?

                             Dr. Marcel Blatter
What is Data Science?

                              Finding an answer for
                             each of these questions
                                  is a challenge!
  Where is the “Science”
    in Data Science?




Why should companies care?

                                               Dr. Marcel Blatter
What is Data Science?

                              Finding an answer for
                             each of these questions
                                  is a challenge!
  Where is the “Science”
    in Data Science?
                              Having an answer for
                             each of these questions
                               gives opportunities!
Why should companies care?

                                               Dr. Marcel Blatter
What is Data Science?



         Richard Feynman:
 ,,Knowing the name of something
does not mean to know something”




                                   Dr. Marcel Blatter
What is Data Science?


Cern


                      Is this a Data Scientist?




                                           Dr. Marcel Blatter
What is Data Science?


Cern


                               Is this a Data Scientist?




       Data Science is not equal Big Data
                                                    Dr. Marcel Blatter
What is Data Science?


Nice guy



                          Is this a Data Scientist?




                                               Dr. Marcel Blatter
What is Data Science?


Nice guy



                               Is this a Data Scientist?




    Data Science is not equal showing nice charts
                                                    Dr. Marcel Blatter
What is Data Science?




fetch’n       magic          magic         magic
 store         part I:       part II:      part III:
  the      information-   Information-   Knowledge-
 data       generation    presentation   generation




                                                       Dr. Marcel Blatter
What is Data Science?


                   Number crunching (machine)

High                                                          Low




       fetch’n       magic          magic         magic
        store         part I:       part II:      part III:
         the      information-   Information-   Knowledge-
        data       generation    presentation   generation




                                                                    Dr. Marcel Blatter
What is Data Science?


                   Number crunching (machine)

High                                                           Low




       fetch’n       magic           magic         magic
        store         part I:        part II:      part III:
         the      information-    Information-   Knowledge-
        data       generation     presentation   generation




Low                                                            High

                     Interpretation (human)




                                                                      Dr. Marcel Blatter
What is Data Science?




fetch’n        magic          magic         magic
 store          part I:       part II:      part III:
  the       information-   Information-   Knowledge-
 data        generation    presentation   generation




                                                        Dr. Marcel Blatter
What is Data Science?




             fetch’n        magic          magic         magic
              store          part I:       part II:      part III:
               the       information-   Information-   Knowledge-
              data        generation    presentation   generation




Hacking Skills




                                                                     Dr. Marcel Blatter
What is Data Science?




             fetch’n         magic          magic         magic
              store           part I:       part II:      part III:
               the        information-   Information-   Knowledge-
              data         generation    presentation   generation




Hacking Skills

                       Math, Modeling



                                                                      Dr. Marcel Blatter
What is Data Science?




             fetch’n         magic          magic         magic
              store           part I:       part II:      part III:
               the        information-   Information-   Knowledge-
              data         generation    presentation   generation




Hacking Skills

                                             Communication,
                       Math, Modeling
                                              Visualization



                                                                      Dr. Marcel Blatter
What is Data Science?



         Iterative Process / Data Lifecycle
             fetch’n         magic          magic         magic
              store           part I:       part II:      part III:
               the        information-   Information-   Knowledge-
              data         generation    presentation   generation




                                                                       Domain
Hacking Skills
                                                                      Knowledge
                                             Communication,
                       Math, Modeling
                                              Visualization



                                                                              Dr. Marcel Blatter
What is Data Science?



      Data Science is a holistic view
                    on the
      lifecycle of heterogenous data
                   to infer
         domain specific knowledge
generating competitive business advantages.



                                              Dr. Marcel Blatter
Where is the “Science”
                in Data Science?




If you have to label something with “science”, then
     the “science” is probably only in the label.




                                                 Dr. Marcel Blatter
Where is the “Science”
                  in Data Science?




         p(y|x)p(x)     Just using machine learning
p(x|y) =
            p(y)              methods is not
         X
  p(y) =     p(y, x)              science.
          x




                                                 Dr. Marcel Blatter
Where is the “Science”
  in Data Science?




         Just hunting for correlations
                is not science.




                                  Dr. Marcel Blatter
Where is the “Science”
             in Data Science?



We need at least the exploratory approach of
                   science.

                 This means:
learning to ask the right questions and giving
      answers with explanatory power.



                                                 Dr. Marcel Blatter
Why should companies care?




Data science is not just about reporting something.
       It’s about exploration and invention.




                                                Dr. Marcel Blatter
Why should companies care?




New discoveries can turn into products
     or competitive advantages.




                                         Dr. Marcel Blatter
Thank you for you attention.




                               Dr. Marcel Blatter

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Data Science - high level intro

  • 1. SADEX Swiss Association of Data Experts http://lwsffhs.wordpress.com http://www.sadex.ch Follow @blattnerma Dr. Marcel Blatter
  • 2. “Challenges and opportunities for Data Science” Dr. Marcel Blatter
  • 3. What is Data Science? Dr. Marcel Blatter
  • 4. What is Data Science? Where is the “Science” in Data Science? Dr. Marcel Blatter
  • 5. What is Data Science? Where is the “Science” in Data Science? Why should companies care? Dr. Marcel Blatter
  • 6. What is Data Science? Finding an answer for each of these questions is a challenge! Where is the “Science” in Data Science? Why should companies care? Dr. Marcel Blatter
  • 7. What is Data Science? Finding an answer for each of these questions is a challenge! Where is the “Science” in Data Science? Having an answer for each of these questions gives opportunities! Why should companies care? Dr. Marcel Blatter
  • 8. What is Data Science? Richard Feynman: ,,Knowing the name of something does not mean to know something” Dr. Marcel Blatter
  • 9. What is Data Science? Cern Is this a Data Scientist? Dr. Marcel Blatter
  • 10. What is Data Science? Cern Is this a Data Scientist? Data Science is not equal Big Data Dr. Marcel Blatter
  • 11. What is Data Science? Nice guy Is this a Data Scientist? Dr. Marcel Blatter
  • 12. What is Data Science? Nice guy Is this a Data Scientist? Data Science is not equal showing nice charts Dr. Marcel Blatter
  • 13. What is Data Science? fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Dr. Marcel Blatter
  • 14. What is Data Science? Number crunching (machine) High Low fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Dr. Marcel Blatter
  • 15. What is Data Science? Number crunching (machine) High Low fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Low High Interpretation (human) Dr. Marcel Blatter
  • 16. What is Data Science? fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Dr. Marcel Blatter
  • 17. What is Data Science? fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Hacking Skills Dr. Marcel Blatter
  • 18. What is Data Science? fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Hacking Skills Math, Modeling Dr. Marcel Blatter
  • 19. What is Data Science? fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Hacking Skills Communication, Math, Modeling Visualization Dr. Marcel Blatter
  • 20. What is Data Science? Iterative Process / Data Lifecycle fetch’n magic magic magic store part I: part II: part III: the information- Information- Knowledge- data generation presentation generation Domain Hacking Skills Knowledge Communication, Math, Modeling Visualization Dr. Marcel Blatter
  • 21. What is Data Science? Data Science is a holistic view on the lifecycle of heterogenous data to infer domain specific knowledge generating competitive business advantages. Dr. Marcel Blatter
  • 22. Where is the “Science” in Data Science? If you have to label something with “science”, then the “science” is probably only in the label. Dr. Marcel Blatter
  • 23. Where is the “Science” in Data Science? p(y|x)p(x) Just using machine learning p(x|y) = p(y) methods is not X p(y) = p(y, x) science. x Dr. Marcel Blatter
  • 24. Where is the “Science” in Data Science? Just hunting for correlations is not science. Dr. Marcel Blatter
  • 25. Where is the “Science” in Data Science? We need at least the exploratory approach of science. This means: learning to ask the right questions and giving answers with explanatory power. Dr. Marcel Blatter
  • 26. Why should companies care? Data science is not just about reporting something. It’s about exploration and invention. Dr. Marcel Blatter
  • 27. Why should companies care? New discoveries can turn into products or competitive advantages. Dr. Marcel Blatter
  • 28. Thank you for you attention. Dr. Marcel Blatter

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