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INTERNET OF
MACHINE LEARNING
A PRACTICAL INTRODUCTION
ANALYSIS DATA
04.11.2014 / 2
Exercise data
04.11.2014 / 3
Jun. 2011 – Apr. 2012
SportsTracker
Apr. 2011 – Apr. 2014
RunKeeper
Jan. 2012 – Oct. 2014
Strava
Dec. 2012 – Apr. 2014
PolarPersonalTrainer
Exercise data
04.11.2014 / 4
Weather data
04.11.2014 / 5
Historical data (~1 year) Forecast (~1 week)
Weather Data
04.11.2014 / 6
04.11.2014 / 7
Historical Data Timeline
2011 2012 2013 2014
PolarPersonalTrainer
RunKeeper
Strava
SportsTracker
eKlima
DATA CLASSIFICATION
04.11.2014 / 8
Data Classification
04.11.2014 / 9
http://www.nltk.org/book/ch06.html
Data Classification
04.11.2014 / 10
Desicion Trees
04.11.2014 / 11
LEARNING
04.11.2014 / 12
Learning
04.11.2014 / 13
DEMO
04.11.2014 / 14
The results – Typed prediction
04.11.2014 / 15
The results – Calendar prediction
04.11.2014 / 16
The results – Calendar prediction
04.11.2014 / 17