Knowledge base for DSSG. Special thanks to community contributers: @ryzalk, @David Leonardi, @Dexter Ang, @kennethlimjf
- Quora Data Science FAQs
- Bigcloud Data Science Salary Survey
- O'reilly General Data Science Trends
- Be a T-shaped Data Person
- Essential Data Skills — Supply and Demand on the Job Market from Kaggle Data
- The Open Source Data Science Masters
- Data Science Curriculum from Scratch 2018
- Numsense! Data Science for the Layman: No Math Added
- Machine Learning Resources
- What would be useful for aspiring data scientists to know?
- Open Source Society University - Data Science
- MIT: The Analytics Edge
- Andrew Ng: Machine Learning
- CMU: Machine Learning
- Introduction to Statistical Learning: With Applications in R
- Elements of Statistical Learning
- Methods and Statistics in Social Sciences Specialization
- Fast.ai: Practical Deep Learning For Coders, Part 1, taught by Jeremy Howard
- Deeplearning.ai by Andrew Ng
- CS224d: Deep Learning for Natural Language Processing
- Deep reinforcement learning Course
- Simple Reinforcement Learning with Tensorflow
- Reinforcement Learning by Georgia Tech
- Computer Vision with OpenCV
- Peter Norvig's Spell Corrector Tutorial
- Bayesian Methods for Hackers
- Probabilistic Graphical Models
- Forecasting: Principles and Practice
- Free interactive deep learning book & course by Berkeley
- Browse state-of-the-art papers with code
- Python Data Science Handbook
- R for Data Science
- Advanced R
- PyTorch Tutorials | PyTorch Udacity Course
- Tensorflow Tutorials
- Big Data Analysis with Scala and Spark
- DataTau
- Towards Data Science
- OpenAi Blog
- Kaggle No Free Hunch
- Simply Statistics
- dataconomy
- Kaggle Paper Reading Group
- Rosebud Anwuri's Journey
- Freddie Odukomaiya's Journey
- Manja Bogicevic's Journey
- How do I become a data scientist without a PhD?
- Skillsfuture study award for Singaporeans, $5,000 sponsorship for CS/DS Masters
- Times higher education CS school ranking
- Online masters listed below have the same recognition and rigour as their offline counterparts; the diploma will not mention the online mode of delivery.
| Course Name | School | Cost (USD, approx) | CS Rank |
|---|---|---|---|
| Online Master of Science in Computer Science | Stanford | $50,000 | 3 |
| Online Master of Science in Computer Science | Georgia Tech | $8,000 | 7 |
| Online Master of Science in Analytics | Georgia Tech | $10,000 | 7 |
| Online Master of Science in Cybersecurity | Georgia Tech | $10,000 | 7 |
| Master of Science in Business Analytics | NUS | $30,000 | 15 |
| Master of Science in Computer Science | NUS | $30,000 | 15 |
| Master of Technology | NUS-ISS | $15,000 | 15 |
| Online Master of Science in Computer Science | UT Austin | $10,000 | 18 |
| Online Master of Science in Data Science | Illinois (UIUC) | $21,000 | 25 |
| Online Master of Computer Science | Illinois (UIUC) | $21,000 | 25 |
| Master of Science in Analytics | NTU | $23,500 | 29 |