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From Biology to Industry.
A Blogger’s Journey
to Data Science
Dr. Shirin Glander • codecentric AG, Münster, Germany •
shirin.glander@codecentric.de
OVERVIEW
• I’m going to talk about my background as a
traditional wet-lab biologist, …
• …how I got into data analysis and statistics, …
• …why I started blogging, …
• …and how I eventually ended up as a Data
Scientist in a company.
ABOUT ME
DATA SCIENCE
• BUZZ
WORD
• BUZZ
WORD
• BI + ML
• BUZZ
WORD
• BI + ML
• PREDIC-
TIVE
ANALYT-
ICS
https://trends.google.de
WHAT IS DATA SCIENCE?
• MAGIC WITH DATA?
• MAGIC WITH DATA?
• WE CAN’T CHANGE
NUMBERS...
• MAGIC WITH DATA?
• WE CAN’T CHANGE
NUMBERS...
• ... BUT WE CAN
ANALYZE AND
UNDERSTAND
• MAGIC WITH DATA?
• WE CAN’T CHANGE
NUMBERS...
• ... BUT WE CAN
ANALYZE AND
UNDERSTAND
• => ACTIONABLE -
DATA-DRIVEN - INSIGHTS!
http://berkeleysciencereview.com/article/first-rule-data-science/
http://www.epmchannel.com/2015/04/07/what-is-big-data-discovery/
BIG DATA
http://www.isw-online.de/big-datenschutz/
http://www.isw-online.de/big-datenschutz/
• GB - TB OF DATA
http://www.isw-online.de/big-datenschutz/
• GB - TB OF DATA
• TOO BIG TO STORE &
ANALYZE WITH
TRADITIONAL
TECHNIQUES
http://www.isw-online.de/big-datenschutz/
• GB - TB OF DATA
• TOO BIG TO STORE &
ANALYZE WITH
TRADITIONAL
TECHNIQUES
• BIG POTENTIAL WITH
TODAY’S COMPUTING
POWER!
http://www.isw-online.de/big-datenschutz/
• GB - TB OF DATA
• TOO BIG TO STORE &
ANALYZE WITH
TRADITIONAL
TECHNIQUES
• BIG POTENTIAL WITH
TODAY’S COMPUTING
POWER!
• => ML & DNN
MACHINE LEARNING
https://www.gaussalgo.com/machine-learning/
https://www.gaussalgo.com/machine-learning/
• ML = SUBFIELD OF AI
https://www.gaussalgo.com/machine-learning/
• ML = SUBFIELD OF AI
• COMPUTER LEARNS
FROM DATA...
https://www.gaussalgo.com/machine-learning/
• ML = SUBFIELD OF AI
• COMPUTER LEARNS
FROM DATA...
• ... AND PREDICTS
FUTURE/UNKNOWN
http://nkonst.com/machine-learning-explained-simple-words/
BIG DATA IN MEDICINE
https://www.touchsurgery.com/analysis/big-data-in-healthcare/
• MEDICAL RECORDS
https://www.touchsurgery.com/analysis/big-data-in-healthcare/
• MEDICAL RECORDS
• LAB TESTS
https://www.touchsurgery.com/analysis/big-data-in-healthcare/
• MEDICAL RECORDS
• LAB TESTS
• GENETIC ANALYSIS
https://www.touchsurgery.com/analysis/big-data-in-healthcare/
• MEDICAL RECORDS
• LAB TESTS
• GENETIC ANALYSIS
• NEXT-GEN-SEQUENCING
https://www.touchsurgery.com/analysis/big-data-in-healthcare/
• MEDICAL RECORDS
• LAB TESTS
• GENETIC ANALYSIS
• NEXT-GEN-SEQUENCING
• POPULATION DATA
https://www.touchsurgery.com/analysis/big-data-in-healthcare/
• MEDICAL RECORDS
• LAB TESTS
• GENETIC ANALYSIS
• NEXT-GEN-SEQUENCING
• POPULATION DATA
• ADDITIONAL DATA, E.G.
MOTION PROFILES
BIG DATA + ML = DNN
http://www.rsipvision.com/exploring-deep-learning/
http://www.rsipvision.com/exploring-deep-learning/
• BETTER PREDICTIVE
MODELS
http://www.rsipvision.com/exploring-deep-learning/
• BETTER PREDICTIVE
MODELS
• PRECISION MEDICINE
http://www.rsipvision.com/exploring-deep-learning/
• BETTER PREDICTIVE
MODELS
• PRECISION MEDICINE
• PERSONALIZED
TREATMENT
http://www.rsipvision.com/exploring-deep-learning/
• BETTER PREDICTIVE
MODELS
• PRECISION MEDICINE
• PERSONALIZED
TREATMENT
• UNDERSTANDING
COMPLEX DISEASES
BLOGGING
WHY BLOG?
• WORK ON
FUN/INTERESTING
PROJECTS
• WORK ON
FUN/INTERESTING
PROJECTS
• LEARNING BY DOING
• WORK ON
FUN/INTERESTING
PROJECTS
• LEARNING BY DOING
• ORGANIZE YOUR
THOUGHTS
• WORK ON
FUN/INTERESTING
PROJECTS
• LEARNING BY DOING
• ORGANIZE YOUR
THOUGHTS
• MEMORY AID
• WORK ON
FUN/INTERESTING
PROJECTS
• LEARNING BY DOING
• ORGANIZE YOUR
THOUGHTS
• MEMORY AID
• WRITE YOUR OWN
TUTORIALS
• NETWORKING
• NETWORKING
• CONNECT WITH
PEOPLE WHO SHARE
YOUR INTERESTS
• NETWORKING
• CONNECT WITH
PEOPLE WHO SHARE
YOUR INTERESTS
• OPPORTUNITY WILL
FIND YOU
• NETWORKING
• CONNECT WITH
PEOPLE WHO SHARE
YOUR INTERESTS
• OPPORTUNITY WILL
FIND YOU
• PORTFOLIO
YOUR BLOG IS YOUR
PORTFOLIO
https://www.dezyre.com/article/how-to-build-a-data-science-portfolio-that-will-get-you-hired/
https://www.dezyre.com/article/how-to-build-a-data-science-portfolio-that-will-get-you-hired/
• SHOWS YOUR
INTERESTS, SKILLS,
PASSION
https://www.dezyre.com/article/how-to-build-a-data-science-portfolio-that-will-get-you-hired/
• SHOWS YOUR
INTERESTS, SKILLS,
PASSION
• WRITE ABOUT WHAT
YOU WANT TO BECOME
AN EXPERT IN, FIND
INTERESTING OR WHAT
YOU WANT TO IMPROVE
ON
https://www.dezyre.com/article/how-to-build-a-data-science-portfolio-that-will-get-you-hired/
• SHOWS YOUR
INTERESTS, SKILLS,
PASSION
• WRITE ABOUT WHAT
YOU WANT TO BECOME
AN EXPERT IN, FIND
INTERESTING OR WHAT
YOU WANT TO IMPROVE
ON
HOW TO START A BLOG
• PLATFORM, I
RECOMMEND R &
BLOGDOWN
• PLATFORM, I
RECOMMEND R &
BLOGDOWN
• DATASET
• PLATFORM, I
RECOMMEND R &
BLOGDOWN
• DATASET
• QUESTION
• PLATFORM, I
RECOMMEND R &
BLOGDOWN
• DATASET
• QUESTION
• VISUALIZATION
• PLATFORM, I
RECOMMEND R &
BLOGDOWN
• DATASET
• QUESTION
• VISUALIZATION
• EXPLANATION
https://www.shirin-glander.de
THANK YOU!
SOURCES
www.shirin-glander.de
https://twitter.com/ShirinGlander
shirin.glander@codecentric.de
www.codecentric.de

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