internet of machine learning - buildstuff '14

INTERNET OF

MACHINE LEARNING

A PRACTICAL INTRODUCTION

21.11.2014 / 2

21.11.2014 / 3

21.11.2014 / 4

21.11.2014 / 5

Data Classification

21.11.2014 / 6

http://www.nltk.org/book/ch06.html

Desicion Trees

21.11.2014 / 7

ANALYSIS DATA

21.11.2014 / 8

Exercise data

21.11.2014 / 9

Jun. 2011 – Apr. 2012

SportsTracker

Apr. 2011 – Apr. 2014

RunKeeper

Jan. 2012 – Oct. 2014

Strava

Dec. 2012 – Apr. 2014

PolarPersonalTrainer

Exercise data

21.11.2014 / 10

Weather data

21.11.2014 / 11

Historical data (~1 year) Forecast (~1 week)

Weather Data

21.11.2014 / 12

21.11.2014 / 13

Historical Data Timeline

2011 2012 2013 2014

PolarPersonalTrainer 6/1/2011 - 4/30/2012

RunKeeper 4/1/2011 - 4/30/2014

Strava 1/1/2012 - 10/25/2014

SportsTracker 12/1/2012 - 4/30/2014

eKlima 1/1/2011 - 10/25/2014

DATA CLASSIFICATION

21.11.2014 / 14

Data Classification

21.11.2014 / 15

LEARNING

21.11.2014 / 16

Learning

21.11.2014 / 17

The results – Typed prediction

21.11.2014 / 18

The results – Typed prediction

21.11.2014 / 19

The results – Calendar prediction

21.11.2014 / 20

The results – Calendar prediction

21.11.2014 / 21

The results – Calendar prediction

21.11.2014 / 22

The results – Calendar prediction

21.11.2014 / 23

DEMO

21.11.2014 / 24

Kristoffer Rolf DeinoffLead Technologist

slideshare.com/gatepoet

github.com/gatepoet

@gatepoet

kristoffer.deinoff@itera.no