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BIG DATA
CONCEPTUAL MAP FOR DUMMIES
16 de junio 2015
16 de junio 2015
BIG DATA
CONCEPTUAL MAP FROM A DUMMY
BIG Data
BIG Data
BIG Data
BIG
Volume
Variation
Velocity
Volume
Data
Relevant Data
Data
Variation
Structured
vs
Unstructured
Variation
Velocity
ON time
vs
Real time
Velocity
Lots of V’S more if you’re
interested:
Veracity
Value
Variability
Visualization
BIG
Data
Machine
Data
IT’s the KEY
Machine
Machine
Understanding the World by
its relations
Supervised
vs
Unsupervised
Supervised
“Feed the machine with data
and let’s find some model
that fits”
Unsupervised
“Feeds the machine with data
and models and leave it to
choose the model that fits”
Neural Networks
“Let’s teach the machine how
to train itself for a certain
task and leave it to conquer
the World”
Machine
CLASSIFICATION
PREDICTION
CLASSIFICATION???
PREDICTION???
Machine
It is all about
FEATURE EXTRACTION!!!
Machine
What about the “curses”
I mentioned earlier…?
DIMENSIONALITY
CURSE
SIZE
CURSE
HETEROGENEITY
CURSE
OVERFITTING
CURSE
“no-free-lunch theorem”
BIG Data
through BIG Questions
from Data
THANKS FOR YOUR ATTENTION
@pacoramon
festupinnan.iacs@aragon.es
@atlasvpm
Web: www.atlasvpm.org
Web: www.echo-health.eu
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015
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Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015

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Speaking about Big Data for dummies. June 2015

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Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015

  1. 1. BIG DATA CONCEPTUAL MAP FOR DUMMIES 16 de junio 2015
  2. 2. 16 de junio 2015
  3. 3. BIG DATA CONCEPTUAL MAP FROM A DUMMY
  4. 4. BIG Data
  5. 5. BIG Data
  6. 6. BIG Data
  7. 7. BIG
  8. 8. Volume Variation Velocity
  9. 9. Volume
  10. 10. Data
  11. 11. Relevant Data
  12. 12. Data
  13. 13. Variation Structured vs Unstructured
  14. 14. Variation
  15. 15. Velocity ON time vs Real time
  16. 16. Velocity
  17. 17. Lots of V’S more if you’re interested: Veracity Value Variability Visualization
  18. 18. BIG Data
  19. 19. Machine Data
  20. 20. IT’s the KEY
  21. 21. Machine
  22. 22. Machine Understanding the World by its relations
  23. 23. Supervised vs Unsupervised
  24. 24. Supervised “Feed the machine with data and let’s find some model that fits”
  25. 25. Unsupervised “Feeds the machine with data and models and leave it to choose the model that fits”
  26. 26. Neural Networks “Let’s teach the machine how to train itself for a certain task and leave it to conquer the World”
  27. 27. Machine CLASSIFICATION PREDICTION
  28. 28. CLASSIFICATION???
  29. 29. PREDICTION???
  30. 30. Machine It is all about FEATURE EXTRACTION!!!
  31. 31. Machine What about the “curses” I mentioned earlier…?
  32. 32. DIMENSIONALITY CURSE
  33. 33. SIZE CURSE
  34. 34. HETEROGENEITY CURSE
  35. 35. OVERFITTING CURSE “no-free-lunch theorem”
  36. 36. BIG Data
  37. 37. through BIG Questions from Data
  38. 38. THANKS FOR YOUR ATTENTION @pacoramon festupinnan.iacs@aragon.es @atlasvpm Web: www.atlasvpm.org Web: www.echo-health.eu

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