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Getting a Job in Data Science
What and How to Learn
Jeff Hale
LinkedIn: linkedin.com/in/jeff-hale-99a7877
Medium: medium@jeffhale
Source: https://economicgraph.linkedin.com/research/LinkedIns-2017-US-Emerging-Jobs-Report
Methodology
- USA
- October 2018
- “Data Scientist”
Prioritize these five skills
- Computer Science
- Machine Learning
- Analysis
- Statistics
- Communication
Tools
What to learn
# 1
Learn and demonstrate you have the
skills your ideal employers want
# 2
Learn skills likely to continue to be in
demand
# 3
Learn things you are excited about
then
Learn things you are less excited about
Not giving up is the most important thing
What specifically?
Tools
Strategy means saying
NO!
Python stack (Numpy, Pandas, Matplotlib, Scikit-learn)
Recommended
- Python (Pandas, Numpy, Scikit-learn)
- SQL
- Tableau
- AWS
- Keras -> Tensorflow (or FastAI -> Pytorch)
How to learn?
How?
What doesn’t work?
- Just reading articles or books
- Just copying code
- Just following tutorials
Jupyter notebook
+
Medium article
medium.com/@jeffhale
Teaching/learning process with Medium article
1. Google Sheet
2. Jupyter Notebook (local)
3. Outline, draft, and revise Medium article (ad nauseum)
4. Notebook to Kaggle Kernel
5. Notebook on GitHub
6. Publish
7. Promote
Demonstrate skill, help others,
and learn at same time!
Bonus:
Present
Recap
- Decide which skills to prioritize
- Make articles and notebooks showing
those skills
- Repeat
Jeff Hale
- Entrepreneur
- Transitioning to data science
- Interviewing now
- Feedback encouraged
Data Community DC Agents
Our job is to be a resource for you
http://www.datacommunitydc.org/agents/
Getting a Job in Data Science
What and How to Learn
Jeff Hale
LinkedIn: linkedin.com/in/jeff-hale-99a7877
Medium: medium@jeffhale

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Getting a Job in Data Science: What and how to learn