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An Obligatory Introduction to Data Science
Wesley Eldridge
Rebellious Labs
Software Engineer
University of Alabama
BSBA - Applied Economics
Agenda
● The dirty history of data science
● Data scientist roles
● Using data in your product and business
● Tools and resources to get started
Before there was data science
Big Data
Data Scientist
What is a data scientist?
“...data scientists do three fundamentally different things:
math, code (and engineer systems), and communicate.”
- Hilary Mason
Math
&
Stats
Engineering
Communication
Data Scientist
nerd
nerd
nerd
What do data scientists do?
How to use data in your
products and organization
Collect all the data!
“Data by itself is useless. Data is only useful if you apply it.”
- Todd Park
Finding or building data
“Many social/digital scientists are reluctant to invest in
making data because it’s much more costly and risky than
analyzing data you already have available.”
- Sean Taylor
Using data to understand
the question
Metrics to define the
success of the model
Presenting the data to
stakeholders or users
1. Ask a question
2. Finding or building data
3. Using that data to understand the question
4. Presenting the data to stakeholders or users
Building products
and processes for
better data
Do do not worry about the tools.
Hire smart people and they will bring the tools with them.
How do I become a
data scientist?
Start small
Learn to code
● Python
● JavaScript
Learn to move data
● SQL
● Mongo
Learn to question everything
● No gut feelings
● Data-based decision making
Find some data and play with it.
● Government/municipality data
● Social data
● Open data
Online learning
● Kaggle.com
● Udacity.com
● Lynda.com
Develop math skills
● Regression
● Error analysis
● Data distributions
● Linear Algebra
Then What?
Mathematical Modeling
● Logistics regression
● One hot encoding
● Decision trees
● Correlation
● Model assumptions
Data visualization
● D3.js
● Tell a story
Help a non-profit/municipality
● Open up their data
● Tell their story
● Solve a problem
bit.ly/2bxnQgb
Questions?
@weseldridge

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