LAST UPDATED MARCH 2021
Welcome 👋 to our learning section!
Whether you want to learn a new skill, improve your career options, develop a hobby, or better participate in the changing conversations around data science, machine learning, artificial intelligence, programming, and more, we’re here to support your success.
To help you learn these compelling concepts at a pace that works for you, we curate our most helpful content by theme. We hope that working through one topic at a time gives you a learning experience similar to some of the best online courses, but in our familiar Towards Data Science style.
You can find our continually updated list of current topics below. Happy learning!
Data Science
- Getting Started
- Probability and statistics
- Information theory
- Cleaning data
- Data Visualization
- Case Studies
- A/B Testing
- Career
Machine Learning
- Unsupervised Learning
- Supervised Learning
- Model Evaluation
- Reinforcement Learning
- Time Series
- Bayesian Methods for Machine Learning
- Deep Learning
- Genetic Algorithm
- Graph Theory and Network Analysis
- Natural Language Processing
- Bias, Fairness and Interpretability
