Advertisement
Advertisement

More Related Content

Similar to From Biology to Industry. A Blogger’s Journey to Data Science.(20)

Advertisement

Recently uploaded(20)

Advertisement

From Biology to Industry. A Blogger’s Journey to Data Science.

  1. From Biology to Industry. A Blogger’s Journey to Data Science Dr. Shirin Glander • codecentric AG, Münster, Germany • shirin.glander@codecentric.de
  2. OVERVIEW
  3. • 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.
  4. ABOUT ME
  5. DATA SCIENCE
  6. • BUZZ WORD
  7. • BUZZ WORD • BI + ML
  8. • BUZZ WORD • BI + ML • PREDIC- TIVE ANALYT- ICS
  9. https://trends.google.de
  10. WHAT IS DATA SCIENCE?
  11. • MAGIC WITH DATA?
  12. • MAGIC WITH DATA? • WE CAN’T CHANGE NUMBERS...
  13. • MAGIC WITH DATA? • WE CAN’T CHANGE NUMBERS... • ... BUT WE CAN ANALYZE AND UNDERSTAND
  14. • MAGIC WITH DATA? • WE CAN’T CHANGE NUMBERS... • ... BUT WE CAN ANALYZE AND UNDERSTAND • => ACTIONABLE - DATA-DRIVEN - INSIGHTS!
  15. http://berkeleysciencereview.com/article/first-rule-data-science/
  16. http://www.epmchannel.com/2015/04/07/what-is-big-data-discovery/
  17. BIG DATA
  18. http://www.isw-online.de/big-datenschutz/
  19. http://www.isw-online.de/big-datenschutz/ • GB - TB OF DATA
  20. http://www.isw-online.de/big-datenschutz/ • GB - TB OF DATA • TOO BIG TO STORE & ANALYZE WITH TRADITIONAL TECHNIQUES
  21. 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!
  22. 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
  23. MACHINE LEARNING
  24. https://www.gaussalgo.com/machine-learning/
  25. https://www.gaussalgo.com/machine-learning/ • ML = SUBFIELD OF AI
  26. https://www.gaussalgo.com/machine-learning/ • ML = SUBFIELD OF AI • COMPUTER LEARNS FROM DATA...
  27. https://www.gaussalgo.com/machine-learning/ • ML = SUBFIELD OF AI • COMPUTER LEARNS FROM DATA... • ... AND PREDICTS FUTURE/UNKNOWN
  28. http://nkonst.com/machine-learning-explained-simple-words/
  29. BIG DATA IN MEDICINE
  30. https://www.touchsurgery.com/analysis/big-data-in-healthcare/ • MEDICAL RECORDS
  31. https://www.touchsurgery.com/analysis/big-data-in-healthcare/ • MEDICAL RECORDS • LAB TESTS
  32. https://www.touchsurgery.com/analysis/big-data-in-healthcare/ • MEDICAL RECORDS • LAB TESTS • GENETIC ANALYSIS
  33. https://www.touchsurgery.com/analysis/big-data-in-healthcare/ • MEDICAL RECORDS • LAB TESTS • GENETIC ANALYSIS • NEXT-GEN-SEQUENCING
  34. https://www.touchsurgery.com/analysis/big-data-in-healthcare/ • MEDICAL RECORDS • LAB TESTS • GENETIC ANALYSIS • NEXT-GEN-SEQUENCING • POPULATION DATA
  35. 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
  36. BIG DATA + ML = DNN
  37. http://www.rsipvision.com/exploring-deep-learning/
  38. http://www.rsipvision.com/exploring-deep-learning/ • BETTER PREDICTIVE MODELS
  39. http://www.rsipvision.com/exploring-deep-learning/ • BETTER PREDICTIVE MODELS • PRECISION MEDICINE
  40. http://www.rsipvision.com/exploring-deep-learning/ • BETTER PREDICTIVE MODELS • PRECISION MEDICINE • PERSONALIZED TREATMENT
  41. http://www.rsipvision.com/exploring-deep-learning/ • BETTER PREDICTIVE MODELS • PRECISION MEDICINE • PERSONALIZED TREATMENT • UNDERSTANDING COMPLEX DISEASES
  42. BLOGGING
  43. WHY BLOG?
  44. • WORK ON FUN/INTERESTING PROJECTS
  45. • WORK ON FUN/INTERESTING PROJECTS • LEARNING BY DOING
  46. • WORK ON FUN/INTERESTING PROJECTS • LEARNING BY DOING • ORGANIZE YOUR THOUGHTS
  47. • WORK ON FUN/INTERESTING PROJECTS • LEARNING BY DOING • ORGANIZE YOUR THOUGHTS • MEMORY AID
  48. • WORK ON FUN/INTERESTING PROJECTS • LEARNING BY DOING • ORGANIZE YOUR THOUGHTS • MEMORY AID • WRITE YOUR OWN TUTORIALS
  49. • NETWORKING
  50. • NETWORKING • CONNECT WITH PEOPLE WHO SHARE YOUR INTERESTS
  51. • NETWORKING • CONNECT WITH PEOPLE WHO SHARE YOUR INTERESTS • OPPORTUNITY WILL FIND YOU
  52. • NETWORKING • CONNECT WITH PEOPLE WHO SHARE YOUR INTERESTS • OPPORTUNITY WILL FIND YOU • PORTFOLIO
  53. YOUR BLOG IS YOUR PORTFOLIO
  54. https://www.dezyre.com/article/how-to-build-a-data-science-portfolio-that-will-get-you-hired/
  55. https://www.dezyre.com/article/how-to-build-a-data-science-portfolio-that-will-get-you-hired/ • SHOWS YOUR INTERESTS, SKILLS, PASSION
  56. 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
  57. 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
  58. HOW TO START A BLOG
  59. • PLATFORM, I RECOMMEND R & BLOGDOWN
  60. • PLATFORM, I RECOMMEND R & BLOGDOWN • DATASET
  61. • PLATFORM, I RECOMMEND R & BLOGDOWN • DATASET • QUESTION
  62. • PLATFORM, I RECOMMEND R & BLOGDOWN • DATASET • QUESTION • VISUALIZATION
  63. • PLATFORM, I RECOMMEND R & BLOGDOWN • DATASET • QUESTION • VISUALIZATION • EXPLANATION
  64. https://www.shirin-glander.de
  65. THANK YOU!
  66. SOURCES www.shirin-glander.de https://twitter.com/ShirinGlander shirin.glander@codecentric.de www.codecentric.de
Advertisement