Download - Agile Data Science
@dhianadeva
AGILE DATA SCIENCE
Agile Tour 2015 - Niterói
AGENDA
Goal:
Encourage you to be agile using data science on your project.
● About me● Machine Learning● Similarities● Misconceptions● Non-agile Stories● Agile meets Data Science● Brighter Days
ABOUT MEElectronics Engineering, Software Development and Data Science… Why not?
DHIANA DEVA
NEURALTB
CERN
NEURALRINGER
DJBRAZIL
DAILY SMALL DATA
HIGGS CHALLENGE
HIGGS CHALLENGE
MACHINE LEARNINGIt's all about learning!
CLASSIFICATION
?
A
B
REGRESSION
? 8 15 7 1
11 13 6 3
CLUSTERING
DIMENSIONALITY REDUCTION
SIMILARITIESWe're born to be <3
LEARNING
NEURAL NETWORKS
SELF-ORGANIZING MAPS
OCCAM'S RAZOR
Among competing hypotheses, the one with the fewest assumptions
should be selected.
NON-AGILE STORIESWish I knew Martin Fowler back then!
MEMORY LEAK AT CERN
CODE AT CERN
DJBRAZIL?
MISCONCEPTIONSAgile is not for data science...
BIG UPFRONT INVESTMENTS
IT TAKES TOO LONG
ONLY FOR PHDs
SILOS
VANITY METRICS
HIPPO
AGILE MEETSDATA SCIENCEAgile and data science: a match made in heaven!
COLLABORATION
CONTINUOUS DEVELOPMENT
STRONG ENGINEERING PRACTICES
EARLY INSIGHTS
https://www.thoughtworks.com/big-data-analytics
ACTIONABLE INSIGHTS
https://www.thoughtworks.com/big-data-analytics
VALUE DRIVEN
https://www.thoughtworks.com/live/2014/europe/different-approaches-to-agile-analytics-and-customer-engagement
DATA LAKE
http://martinfowler.com/bliki/DataLake.html
AGILE ANALYTICS
BRIGHTER DAYSWe're living it!
MASSIVE ONLINEOPEN COURSES
OPEN SOURCE TOOLS
PAY-AS-YOU-GO SERVICES
A/B TESTING TOOLS
ANALYTICS TOOLS
VISUALIZATION TOOLS
WANT MORE?