The Fundamentals of Data Science are a series of beginner-friendly tutorials (based in Python), streamed on Twitch. The vods for each stream will be posted on YouTube, and the code, including the blackboard notes, will be posted here following each lesson. Topic suggestions are welcome (please reach out via Twitter or Discord via the links below)!
- January 24th, 2021: Exploratory Data Analysis
- January 31st, 2021: Preprocessing, Scaling, and Dimensionality Reduction
- February 14th, 2021: Getting Started with ML - Gradient Boosted Trees
- Model selection 101
- How to evaluate a machine learning model's performance
- How to troubleshoot a machine learning model
Each tutorial will cover a specific data science, and the code will be written in Python. The code from each stream can be found in the notebooks folder, and the blackboard notes in the blackboard folder. For more information or if you have questions, please join the Discord or reach out on Twitter.