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Data Science Hypes and Reality
What is it and how to get started
by
HelgeBjorland.com
Stavanger Data Science Meetup
Why should you care about Data Science?
http://econ.st/1RPH7xv
US search term trends
US Data Science Job Trend
Norwegian search term trends
How will the Norwegian Data Science job trend develop?
Data Science is Critical in Era of Big Data
Avalanche of
Data from new
sources with
varying types
Data
Visualizations
alone can’t find
complex
associations
Human brains
can predict
events only if
limited to a
couple of
variables
"The purpose of computing is insight, not numbers"
- Richard Hamming, 1961
http://bit.ly/1UIOKqc
Data Science – Taking analytics into the future
Data
Science
Business
Intelligence
Data Warehouse
KPI & Benchmarking
2016-01-259Classification: Internal
Predict the future
Predictive and prescriptive analytics to facilitate forward-
looking decision making
Analyticalmaturity
Consider past performance
Visual descriptive & diagnostic analytics based on
historic performance
Make data available
Decide measures for success
What is Big Data?
Big Data = Crude Oil
What is Data Science?
Data Science = Oil Refinery
Maturing the use cases
Better raw materials give better product
2016-02-0512Classification: Internal
Guideline: How to share data
Question is
sharp
Data measures
outcome
Data is
accurate
Data is
connected
A lot of data
bit.ly/1eVuwD9
Data Science: The Science and Art of…
Business
Understanding
Data
Understanding
Data
Preparation
Modeling
Evaluation
Deployment
Data Pipeline
Obtaining
predictive,
actionable insight
from data
Discovering what
we don’t know from
data
Communicating
relevant business
stories from data
Creating Data
Products that have
business impact
now
Building confidence in
decisions that drive
business value
http://www.sv-europe.com/crisp-dm-methodology/
http://bit.ly/1tix4mj
Data Jujitsu
The art of turning data into product
Data
Data Scientist
Jujitsu fight Data
Product
http://oreil.ly/1Y5vyke
Some Oil & Gas use cases
Predictive Maintenance Satelite imaging Network SecurityOptimisation
Seismic Reservoar Drilling Fracking
2014-10-1317Classification: Internal
Competence Process
Tools Collaboration
Bringing it all together
How to get started
Training Experience Curiosity
Resources and training plan
bit.ly/1qcvHrw
Kaggle
bit.ly/1l9yjm9
Resources
bit.ly/1X5yFbI
PASSION!
Possible topics for future meetups
1. Intro to machine learning
2. Refining the crude – Preparing big data for machine learning
3. Using Tensorflow to create neural networks
4. Using Caravel for data exploration
5. Time series decomposition & SAX for machine learning
6. Process mining
7. Efficient data wrangling techniques
8. Visualisations J3
9. Creating data products with R
10. Financial forecasting with machine learning
Github repo for planning: bit.ly/1Rvh0tI
In Stavanger and interested in Data Science?
Join the community
http://www.meetup.com/Stavanger-Data-Science-Meetup/

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Data science hypes and reality

  • 1. Data Science Hypes and Reality What is it and how to get started by HelgeBjorland.com Stavanger Data Science Meetup
  • 2. Why should you care about Data Science?
  • 4. US search term trends US Data Science Job Trend
  • 5. Norwegian search term trends How will the Norwegian Data Science job trend develop?
  • 6. Data Science is Critical in Era of Big Data Avalanche of Data from new sources with varying types Data Visualizations alone can’t find complex associations Human brains can predict events only if limited to a couple of variables
  • 7. "The purpose of computing is insight, not numbers" - Richard Hamming, 1961
  • 9. Data Science – Taking analytics into the future Data Science Business Intelligence Data Warehouse KPI & Benchmarking 2016-01-259Classification: Internal Predict the future Predictive and prescriptive analytics to facilitate forward- looking decision making Analyticalmaturity Consider past performance Visual descriptive & diagnostic analytics based on historic performance Make data available Decide measures for success
  • 10. What is Big Data? Big Data = Crude Oil
  • 11. What is Data Science? Data Science = Oil Refinery
  • 12. Maturing the use cases Better raw materials give better product 2016-02-0512Classification: Internal Guideline: How to share data Question is sharp Data measures outcome Data is accurate Data is connected A lot of data bit.ly/1eVuwD9
  • 13. Data Science: The Science and Art of… Business Understanding Data Understanding Data Preparation Modeling Evaluation Deployment Data Pipeline Obtaining predictive, actionable insight from data Discovering what we don’t know from data Communicating relevant business stories from data Creating Data Products that have business impact now Building confidence in decisions that drive business value http://www.sv-europe.com/crisp-dm-methodology/
  • 15. Data Jujitsu The art of turning data into product Data Data Scientist Jujitsu fight Data Product http://oreil.ly/1Y5vyke
  • 16. Some Oil & Gas use cases Predictive Maintenance Satelite imaging Network SecurityOptimisation Seismic Reservoar Drilling Fracking
  • 17. 2014-10-1317Classification: Internal Competence Process Tools Collaboration Bringing it all together
  • 18. How to get started Training Experience Curiosity Resources and training plan bit.ly/1qcvHrw Kaggle bit.ly/1l9yjm9 Resources bit.ly/1X5yFbI
  • 20. Possible topics for future meetups 1. Intro to machine learning 2. Refining the crude – Preparing big data for machine learning 3. Using Tensorflow to create neural networks 4. Using Caravel for data exploration 5. Time series decomposition & SAX for machine learning 6. Process mining 7. Efficient data wrangling techniques 8. Visualisations J3 9. Creating data products with R 10. Financial forecasting with machine learning Github repo for planning: bit.ly/1Rvh0tI
  • 21. In Stavanger and interested in Data Science? Join the community http://www.meetup.com/Stavanger-Data-Science-Meetup/