mark hunter, chief data officer, sainsbury's bank uk

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Analytic Architectures Chief Data & Analytics Officer Sydney March 2017

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Page 1: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

Analytic ArchitecturesChief Data & Analytics Officer

Sydney March 2017

Page 2: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>Me

Page 3: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>Conventional Data Strategy

CLEAN VALIDATE CONTROL PROTECT

Page 4: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>Analytics

Business Understand & Data Understanding

Data Preparation &Modelling

Page 5: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>Feature Engineering

Feature engineering is the process of creating features - variables derived from source data - that make machine learning algorithms work. Feature engineering is fundamental to the application of machine learning.

Coming up with features is difficult, time-consuming, requires expert knowledge. "Applied machine learning" is basically feature engineering.”

-Andrew Ng

Page 6: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>Problem statement

Page 7: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>We’ve seen this before

Page 8: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>1: Ignore it (and hope it will go away)

Page 9: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>2: Rewrite

Page 10: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>3: Configurable data pipeline

Page 11: Mark Hunter, Chief Data Officer, Sainsbury's Bank UK

>Get in touch

https://uk.linkedin.com/in/markjhunter

@mark_hunter_MEL