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Data Strategy

Published on Mar 17, 2016

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1.

Data Strategy

Beyond the Hype!
Photo by Lou Levit
2.

Agenda

  • Leave the Hype!
  • Break
  • Data Strategy 101
  • Break
  • Lean Analytics
Photo by Estée Janssens
3.

What is your expectations?

Photo by Oumaima Ben Chebtit
4.

Untitled Slide

Photo by wuestenigel
5.

What is your data strategy ?

Photo by Paul Skorupskas
6.

What is your Value Proposition Canvas ?

Photo by Epicantus
7.

Leave the Hype!

Photo by Leo Reynolds
8.

Agenda

  • The Hype Cycle.
  • Intro to Machine Learning?
  • Intro to Deep Learning?
  • Intro to Data Science?
Photo by Estée Janssens
9.

Hype Cycle

10.

Machine Learning?

Photo by Franck V.
11.

What is Learning?

Photo by Josh Applegate
12.

Learning

  • Supervised
  • Unsupervised
  • Reinforcement
Photo by Josh Applegate
13.

Supervised Learning

Photo by Priscilla Du Preez
14.

UnSupervised Learning

Photo by Jean-Philippe Delberghe
15.

Reinforcement Learning

Photo by Got Credit
16.

Categorical Variables

Photo by B3OK
17.

Numerical Variables

Photo by Tyler Easton
18.

Datasets

Photo by Régis Gaidot
19.

Training Dataset

Photo by Margarida CSilva
20.

Testing Dataset

Photo by kalleboo
21.

Features Selection

Photo by sydney Rae
22.

Features Engineering

Photo by Lenny Kuhne
23.

ML Usecases

Photo by Kerri Lee Smith
24.

Supervised Learning Use Cases

Photo by a_sorense
25.

Unsupervised Learning Use Cases

Photo by IARC Group
26.

Reinforcement Learning Use Cases

Photo by Rick Tap
27.

Correlation vs Causation

Photo by Rubin Starset
28.

Untitled Slide

29.

Tricky Example

Photo by batintherain
30.

Untitled Slide

31.

Deep Learning?

Photo by Christophe Hautier
32.

Data Science?

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33.

Untitled Slide

34.

Seven shades of data scientists

Photo by DeeAshley
35.

Seven shades of data scientists

  • Statistician
  • Researcher
  • Data Analyst
  • BI Engineer
  • Data Engineer
  • ML/Research Engineer
  • Data Scientist
Photo by DeeAshley
36.

Click to Edit

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37.

Untitled Slide

Photo by Hanny Naibaho
38.

Data Strategy 101

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39.

Strategy?

Photo by Waldemar Brandt
40.

Strategy?

Photo by Waldemar Brandt
41.

Data Strategy?

Photo by Seldom Scene Photography
42.

Data Strategy?

  • A vision for how a company will collect, store, manage, share and use data.
Photo by Seldom Scene Photography
43.

Data Strategy?

  • A vision for how a company will collect, store, manage, share and use data.
  • A central, integrated concept that articulates how data will enable and inspire business strategy.
Photo by Seldom Scene Photography
44.

Why Data strategy?

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45.

Principles of Data Strategy

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46.

Principles of Data Strategy

  • Data Integration
  • Streamline Data Acquisition and Sharing
  • Set Clear Objectives
  • Make Data More Visible
  • Make Data More Actionable
  • Make Clear Data Governance
  • Create Guidelines for Data Analysis
Photo by spike55151
47.

How to build data strategy?

Photo by Andrik Langfield
48.

How to build data strategy?

  • It all starts with a proposal
  • Get the Buy-In
  • Build a Data Management Squad
  • Set Data Governance Roles
  • Set Data Acquisition Strategy
  • Create a Roadmap
  • Execute, Execute ... Execute!
Photo by Andrik Langfield
49.

How to build data strategy? (TEMPLATE)

  • Select 5 Major Use Cases
  • Select 3 Quick Wins
  • Data Requirements
  • Data Governance
  • Technology
  • Skills and Capacity
Photo by pine watt
50.

Hiring the first data person

Photo by DIEGG000
51.

Data Science Process

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52.

Communication Protocols

Photo by Quino Al
53.

From Inception to production

Photo by Toa Heftiba
54.

From Inception to production

  • Production First
  • Value Driven Research
  • SLA from day 0
  • Industry level data products
Photo by Toa Heftiba

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