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Introduction to data science
Overcoming the Hype
November 20th 2017
Arjan van den Born
CONTENT
• What is Data Science, exactly?
• Some Cool Examples of Data Science in Action
• Dark Side of Data Science
• JADS – Bridging Business and Technology
• Master Data Science & Entrepreneurship
[3]
The Datafication era started in the early 1800’s
Mathew Fontaine Maury, Virginia 1806-1873Florence Nightingale , London 1820-1910 [4]
[5]
The Always-On Society generates true Big Data
Providing
connected
Apps
Philips Value Platform Extracting
meaningful
information
Connected Solutions
Enhancing the user experience
Sensing and monitoring data
Connected devices
6
Public Private
Large scale
Small and medium scale
Melissa
On-line Data
Business Strategist
Ron
Web-data Entrepreneur
Debora
Consultant
Data Concessions
Jeremy
Data Regulatory Officer
Data science will create new professions
7
Every profession becomes a Data Science Profession
8
Health Analytics
HR Analytics
Marketing Analytics
Accounting & Finance Analytics
The vision is clear: data is the new oil water
[9]
Cool Examples
HEAT MAPS
[12]
Humanitarian Food
[13]
JOHN DEERE: WHO OWNS DATA?
Setting up Big Registries to find new answers to complex questions
[15]
[16]
FROM SEED PRODUCER TO BIG DATA COMPANY
Detecting Confusion of the Elderly
MUSIC AS A MEDICINE
FACE RECOGNITION LIVE
Alternative Recommender Systems
USING AI TO MINIMIZE DOCUMENT EXCESS
We are making enormous progress (in some fields)
2015: RESEARCH 2017: REALITY
[27]
OF DATA
Alternative Facts
RISE OF THE AI APOCALYSE
THE CHALLENGES OF CODIFICATION:
THE CASE OF AUTONOMOUS VEHICLES
JADS: What, Why & How
31
WHY JADS? Bringing Technology and Sociology/Business
together
Great synergies between two complementary universities
• Eindhoven = Design Science =
Making & Creating
• Tilburg = Scientific Method =
Hypothesizing & Analyzing
• Tilburg + Eindhoven = Constantly
making & learning = Permanent Beta
“Data Driven, Human Obsessed”
[33]
JADS: close collaboration of 2 universities on 3 areas within data
science
Education: nine data science programs offered at three locations
[35]
Graduate School Den Bosch
Joint Bachelor Data Science
2000
Students
A New Profession is emerging
36
We need T-shaped people
Data scientist have knowledge of
• Engineering
• Statistics & Mathematics
• Business & Society
• Entrepreneurship
An overview of our nine data science educational programs
engineering
Eindhoven
University of Technology
society
Tilburg University
entrepreneurship
Mariënburg Den Bosch
I.JointBachelorinScience
37
Health
Analytics
Legal
Analytics
Digital
Entrepreneur
Data
Engineering
Minor
V. Data Science and
Entrepreneurship
VII. PDEng
Data Science
II. Business
and
Governance
III. Business
Analytics
VI. Master Data Science in
Engineering
Master Post- Master
IV. Marketing
Analytics
IX.Ph.D.PrograminDataScience
VIII. Professional
Education
For every data science role there is a specialization in Bachelor &
Master
Data Engineer
Data Wrangler
Data
Analyst
Data Scientist Data
Entrepreneur
[38]Data Engineering
Business Analytics
Data Entrepreneurship
Data Entrepreneurship
Business & Governance
Marketing Analytics
Enabling and creating a thriving community
[39]
0
200
400
600
800
1000
1200
1400
1600
1800
2016 2017 2018 2019 2020
Aantal PDENG Data Science Den Bosch
Aantal masters Data Science Eindhoven
Eindhoven
Aantal masters Data Science Tilburg
Tilburg
Aantal joint masters Data Science Den
Bosch
Aantal joint bachelors Data Science
Tilburg/Eindhoven
Currently
approximately 600
students
The place where we collaborate intensively with our partners
[40
]
Relevance: Intense collaboration with industry in education and research
Ambition & Quality: world class staff & students to make an impact
Multi-disciplinary: Mixing business and IT to drive innovation
Novelty: educational programs are newly designed using DS design criteria
Size: 2000 students in various programs with 3 research centers
Five unique elements of our proposition
[41]
JADS & Digital
Entrepreneurship
[42]
Entrepreneurship is mindset and means, not a goal
Impression of Mariënburg (City Center - 2 minutes from Central Station)
[44]
Mariënburg is will be a great place to be
We will create a vivid and
intimate international student
community in Den Bosch with:
• On campus housing (77)
• Start-ups, scale-ups and spin-offs
• International atmosphere
• Extra curricular activities
• Networking with partners
45
JADS Acceleration & Incubation activities @ Marienburg
[46]
JADS Entrepreneurship
Club Incubation services
AI
Accelerator
JADS Data Science
Studio
Data Tech 100
• Focus on student
meet-ups
• Link with educational
program
• Students
• Academics
• Together with Brabant
Ventures
• Executed by
Rockstart
• Housed in
Mariënburg
• Focus on AI
• 6-8 scale-ups
• Assisted by Science
know-how
Data & Agro Data & Sport
JADS Digital Acceleration & Incubation
[47]
Discovery
(ideation)
Validation
(p/s fit)
Efficiency
(p/m fit)
Scale
(bm/m fit)
STUDENT
SCIENCE
SME
The Master of Data Science and Entrepreneurship (MDSE) has the bold ambition
to be the most innovative & entrepreneurial studies in Data Sciences in NL
[48]
“To teach the complexities of
data entrepreneurship, our
program balances evidence-
based learning with
experience-based
learning. Therefore, [we]
develop practical (data-based)
applications and
prototypes, we will host an
elaborate mentoring program,
and give students the real-
life experience of
starting their own data
venture.”
Rare & Valuable
Capabilities
Constant
experimentation &
learning
Lean Start-up
Combine Actions
& Insights
Data Entre-
preneurship is a
team sport
Building a Data
Living Lab
To do so, alongside the intended learning outcomes, a skills journey and
individual coaching prepare for students’ future entrepreneurship
[49]
1. Curriculum 2. Skills Journey 3. Coaching & Mentoring
Competencies (in accordance with
Dublin descriptors mentioned in the
NVAO-accreditation add-on d.d. April
2017) following JADS’s ambition to be
the most innovative and
entrepreneurial Data Science study in
the Netherlands.
A designed skills journey contains
additional workshops / training
supported by assessments to develop
the skills of the students, consisting of
curricular and extracurricular skills.
A triangle of coaching (personal level)
and mentoring (business level) to
ensure specific learning needs of the
student.
A challenging, consistent and balanced
menu of entrepreneurial competencies
JADS Master Data Science & Entrepreneurship Curriculum
[50]
Data Mining Deep Learning
Business Analytics
Process Mining
Data & Law (IP & Privacy) Cognition & Creativity Ethics & Entrepreneurship
Data Architecture &
Integration
Innovation Services Data Vizualization
Strategy & Business Models Entrepreneurial Marketing Data Entrepreneurship*
Entrepreneurial Finance Corporate Entrepreneurship*
Super Crunchers
DEiA 1.1 DEiA 1.2 DEiA 2.1 Master Thesis (2.2)
Data Engineering
Data Mining
Data Decision Making
Data Entrepreneurship
Data in Society
Electives
Choose 1 out of 2*
Skills Journey
Unique features of the Master Data Science & Entreperneurship
• Joint collaboration of TU/e and TiU.
Students receive a joint diploma
that is issued by both universities.
• The beautiful Mariënburg
Monastery.
• Students are registered at both
universities.
• Courses are taught by professors
from both universities in ‘s-
Hertogenbosch.
51
52

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Arjan van den Born Jads

  • 1.
  • 2. Introduction to data science Overcoming the Hype November 20th 2017 Arjan van den Born
  • 3. CONTENT • What is Data Science, exactly? • Some Cool Examples of Data Science in Action • Dark Side of Data Science • JADS – Bridging Business and Technology • Master Data Science & Entrepreneurship [3]
  • 4. The Datafication era started in the early 1800’s Mathew Fontaine Maury, Virginia 1806-1873Florence Nightingale , London 1820-1910 [4]
  • 5. [5]
  • 6. The Always-On Society generates true Big Data Providing connected Apps Philips Value Platform Extracting meaningful information Connected Solutions Enhancing the user experience Sensing and monitoring data Connected devices 6
  • 7. Public Private Large scale Small and medium scale Melissa On-line Data Business Strategist Ron Web-data Entrepreneur Debora Consultant Data Concessions Jeremy Data Regulatory Officer Data science will create new professions 7
  • 8. Every profession becomes a Data Science Profession 8 Health Analytics HR Analytics Marketing Analytics Accounting & Finance Analytics
  • 9. The vision is clear: data is the new oil water [9]
  • 13. [13] JOHN DEERE: WHO OWNS DATA?
  • 14. Setting up Big Registries to find new answers to complex questions
  • 15. [15]
  • 16. [16]
  • 17. FROM SEED PRODUCER TO BIG DATA COMPANY
  • 18.
  • 19.
  • 20. Detecting Confusion of the Elderly
  • 21. MUSIC AS A MEDICINE
  • 24. USING AI TO MINIMIZE DOCUMENT EXCESS
  • 25.
  • 26. We are making enormous progress (in some fields) 2015: RESEARCH 2017: REALITY
  • 29. RISE OF THE AI APOCALYSE
  • 30. THE CHALLENGES OF CODIFICATION: THE CASE OF AUTONOMOUS VEHICLES
  • 31. JADS: What, Why & How 31
  • 32. WHY JADS? Bringing Technology and Sociology/Business together
  • 33. Great synergies between two complementary universities • Eindhoven = Design Science = Making & Creating • Tilburg = Scientific Method = Hypothesizing & Analyzing • Tilburg + Eindhoven = Constantly making & learning = Permanent Beta “Data Driven, Human Obsessed” [33]
  • 34. JADS: close collaboration of 2 universities on 3 areas within data science
  • 35. Education: nine data science programs offered at three locations [35] Graduate School Den Bosch Joint Bachelor Data Science 2000 Students
  • 36. A New Profession is emerging 36 We need T-shaped people Data scientist have knowledge of • Engineering • Statistics & Mathematics • Business & Society • Entrepreneurship
  • 37. An overview of our nine data science educational programs engineering Eindhoven University of Technology society Tilburg University entrepreneurship Mariënburg Den Bosch I.JointBachelorinScience 37 Health Analytics Legal Analytics Digital Entrepreneur Data Engineering Minor V. Data Science and Entrepreneurship VII. PDEng Data Science II. Business and Governance III. Business Analytics VI. Master Data Science in Engineering Master Post- Master IV. Marketing Analytics IX.Ph.D.PrograminDataScience VIII. Professional Education
  • 38. For every data science role there is a specialization in Bachelor & Master Data Engineer Data Wrangler Data Analyst Data Scientist Data Entrepreneur [38]Data Engineering Business Analytics Data Entrepreneurship Data Entrepreneurship Business & Governance Marketing Analytics
  • 39. Enabling and creating a thriving community [39] 0 200 400 600 800 1000 1200 1400 1600 1800 2016 2017 2018 2019 2020 Aantal PDENG Data Science Den Bosch Aantal masters Data Science Eindhoven Eindhoven Aantal masters Data Science Tilburg Tilburg Aantal joint masters Data Science Den Bosch Aantal joint bachelors Data Science Tilburg/Eindhoven Currently approximately 600 students
  • 40. The place where we collaborate intensively with our partners [40 ]
  • 41. Relevance: Intense collaboration with industry in education and research Ambition & Quality: world class staff & students to make an impact Multi-disciplinary: Mixing business and IT to drive innovation Novelty: educational programs are newly designed using DS design criteria Size: 2000 students in various programs with 3 research centers Five unique elements of our proposition [41]
  • 43. Entrepreneurship is mindset and means, not a goal
  • 44. Impression of Mariënburg (City Center - 2 minutes from Central Station) [44]
  • 45. Mariënburg is will be a great place to be We will create a vivid and intimate international student community in Den Bosch with: • On campus housing (77) • Start-ups, scale-ups and spin-offs • International atmosphere • Extra curricular activities • Networking with partners 45
  • 46. JADS Acceleration & Incubation activities @ Marienburg [46] JADS Entrepreneurship Club Incubation services AI Accelerator JADS Data Science Studio Data Tech 100 • Focus on student meet-ups • Link with educational program • Students • Academics • Together with Brabant Ventures • Executed by Rockstart • Housed in Mariënburg • Focus on AI • 6-8 scale-ups • Assisted by Science know-how Data & Agro Data & Sport
  • 47. JADS Digital Acceleration & Incubation [47] Discovery (ideation) Validation (p/s fit) Efficiency (p/m fit) Scale (bm/m fit) STUDENT SCIENCE SME
  • 48. The Master of Data Science and Entrepreneurship (MDSE) has the bold ambition to be the most innovative & entrepreneurial studies in Data Sciences in NL [48] “To teach the complexities of data entrepreneurship, our program balances evidence- based learning with experience-based learning. Therefore, [we] develop practical (data-based) applications and prototypes, we will host an elaborate mentoring program, and give students the real- life experience of starting their own data venture.” Rare & Valuable Capabilities Constant experimentation & learning Lean Start-up Combine Actions & Insights Data Entre- preneurship is a team sport Building a Data Living Lab
  • 49. To do so, alongside the intended learning outcomes, a skills journey and individual coaching prepare for students’ future entrepreneurship [49] 1. Curriculum 2. Skills Journey 3. Coaching & Mentoring Competencies (in accordance with Dublin descriptors mentioned in the NVAO-accreditation add-on d.d. April 2017) following JADS’s ambition to be the most innovative and entrepreneurial Data Science study in the Netherlands. A designed skills journey contains additional workshops / training supported by assessments to develop the skills of the students, consisting of curricular and extracurricular skills. A triangle of coaching (personal level) and mentoring (business level) to ensure specific learning needs of the student. A challenging, consistent and balanced menu of entrepreneurial competencies
  • 50. JADS Master Data Science & Entrepreneurship Curriculum [50] Data Mining Deep Learning Business Analytics Process Mining Data & Law (IP & Privacy) Cognition & Creativity Ethics & Entrepreneurship Data Architecture & Integration Innovation Services Data Vizualization Strategy & Business Models Entrepreneurial Marketing Data Entrepreneurship* Entrepreneurial Finance Corporate Entrepreneurship* Super Crunchers DEiA 1.1 DEiA 1.2 DEiA 2.1 Master Thesis (2.2) Data Engineering Data Mining Data Decision Making Data Entrepreneurship Data in Society Electives Choose 1 out of 2* Skills Journey
  • 51. Unique features of the Master Data Science & Entreperneurship • Joint collaboration of TU/e and TiU. Students receive a joint diploma that is issued by both universities. • The beautiful Mariënburg Monastery. • Students are registered at both universities. • Courses are taught by professors from both universities in ‘s- Hertogenbosch. 51
  • 52. 52

Editor's Notes

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  4. Last year, Monsanto made a major investment in big data analytics when it paid $930 million to acquire Climate Corporation, a San Francisco tech firm whose original business was selling crop insurance to farmers with rates set by some of the most detailed weather data available anywhere. These days, Climate Corp.'s flagship product is a smartphone app called Climate Basic. The screenshot to the left—from my iPhone, taken back in early October—shows my family's corn and soy farm in Iowa. You can see each of five individual fields highlighted. There are 30 million agricultural fields in
  5. 35
  6. Wat kunnen we met data die YouTube, Spotify, Facebook, Whatsapp en Instagram genereren? Veel bedrijven kunnen die data wel verzamelen maar weten niet goed wat ze er verder mee kunnen. Als Data Scientist ben je in staat om enorme hoeveelheden data te analyseren, daar patronen in te zien en die data vervolgens om te zetten in nieuwe producten en diensten voor overheid, bedrijfsleven en samenleving.
  7. In Tilburg en Eindhoven is de joint Bachelor Data Science in September 2016 gestart met zo’n 50 studenten. Zij reizen op en neer tussen Eindhoven en Tilburg. In Den Bosch is de joint Master Data Science and Entrepreneurship. Daarnaast zijn er 3 eenjarige master tracks in Tilburg en een tweejarige master track in Eindhoven. In Den Bosch loopt ook de post-master ontwerpersopleiding Data Science (2 jarig) met een sterke focus op techniek en ondernemerschap.