Guide to Getting a Data Scientist Job in APAC 🌏
A collection of awesome resources to prepare for Data Science Interviews 🗣️ in Asia-Pacific
🙌 Feel free to send a pull request to update these resources!
Data Science
Top Data Science Roles in 2020
Based on this article
Role | Average Salary ($) |
---|---|
Data Scientist | 139,840 |
Machine Learning Engineer | 114,826 |
Machine Learning Scientist | 114,121 |
Applications Architect | 113,757 |
Enterprise Architect | 110,663 |
Data Architect | 108,278 |
Infrastructure Architect | 107,309 |
Data Engineer | 102,864 |
Business Intelligence (BI) Developer | 81,514 |
Statistician | 76,884 |
Data Analyst | 62,453 |
Question and Answers
- OVER 100 Data Scientist Interview Questions and Answers! by Terence Shin
- Top 50 Data Science Interview Questions and Answers by guru99
- Data Science Interview Questions by hackr.io
- Top 100 Data science interview questions by Nitin Panwar
- Springboard 109 Data Science Interview Questions and Answers
- DS interviews - therotical and technical questions
- zhiqiangzhongddu/Data-Science-Interview-Questions-and-Answers-General
- kojino/120-Data-Science-Interview-Questions
- 50 MOST POPULAR DATA SCIENCE QUESTIONS ASKED IN INTERVIEWS 2021 by Analytics Insight (No answers)
Skills
Mathematics
Linear Algebra
Stats & probability
- Introduction to Probability and Statistics by MIT
- All of Statistics
- Statistical Inference via Data Science
Calculus
Programming
Python
- Google's Python Course
- Applied Data Science with Python — UMich
- IBM Data Science Professional Certificate
SQL
- Mode’s SQL tutorial for Data Analysis
- FreeCodeCamp — Full Database Course for Beginners
- SQL for Data Science — UC Davis
Julia
R
Git
Machine Learning
Deep Learning
Business Acumen
- Find the domain you're passionate about.
- Discover great books, articles, and podcasts that will help you effectively pick up skills in this domain.
- Join communitites and build a network.
- Find mentors
Bonus
ML-Ops resources
Data Engineering resources
Advice for international jobs
- Learn the local language if possible, even if it’s just greetings and thank you
- Go to the country to get a visa, even if it’s for something like an English teacher position. It’s much easier to interview and be taken seriously when you’re already in your target country.
Job boards
Japan
Singapore
Malaysia
Australia
South Korea
Other awesome Data Sciecne interview repos
- Cracking-the-Data-Science-Interview by ml874
- cracking-the-data-science-interview by khanhnamle1994
Data Science resources repos
More resources
Concluding advice/CTA
- Learn from courses and books
- Apple what you learn with personal projects
- Choose a few important ones and present them on GitHub
- Apply for jobs
- Refresh concepts with resources to prepare for interview