26-May-2024
| Tutorial | Topics |
|---|---|
| 001 | Using the terminal |
| 002 | Git |
| 003 | Git branches |
| 004 | Jupyter notebook review |
| 005 | Python: Objects and variables |
| 006 | Python: loops and functions |
| 007 | Numpy review |
| 008 | Matplotlib review |
| 009 | Multi-panel figures (matplotlib) |
| 010 | Multi-panel figures II |
| 011 | Pandas review |
| 012 | Seaborn review |
| 013 | Data wrangling |
| 014 | Data wrangling II |
| 015 | Data wrangling III |
| 016 | Simulations |
| 017 | Regression |
| 018 | Regression II |
| 019 | Machine Learning |
| 020 | Machine learning II |
| 021 | Time series I |
| 022 | Time series II |
| 023 | Intro to LLM / ChatGPT API |
| 024 | SQL I : databases and queries |
| 025 | SQL II : SQLiteStudio, advance queries |
| 026 | SQL III : SQLite API |
Topics notes
-
Review FDS-CourseOne
- github, terminal
- Python programming
- Libraries:
- Numpy
- Matplotlib
- Seaborn
- Pandas
-
Curve Fitting
-
Simulations
-
Bootstrapping
-
Probability Distributions
-
Machine Learning: Clustering
-
Machine Learning: Support Vector Machines
-
Machine Learning: Regression
-
Machine Learning: Bayesian
-
Advanced Plotting
- Multipanel figures
- Animations
-
Final Projects - maybe? KISS!
-
SQL (make part of a separate course)