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Python
Start here if you're new to programming — no prior experience needed.🧮
Maths Foundations
Linear algebra, calculus, probability and statistics — the bedrock for everything else.🧠
Machine Learning & Deep Learning
The foundations that reinforcement learning and Bayesian optimisation build on.🌀
Dynamic Modelling
Differential equations, dynamical systems and data-driven models.📈
Optimisation & Design Optimisation
From convex optimisation foundations to engineering design (MDO).🎛️
Model Predictive Control
Optimisation-based control — theory, computation and implementation.Websites
- do-mpcPython toolbox for robust & nonlinear MPC
- CasADiSymbolic framework for optimal control
- GEKKOPython for dynamic optimisation & MPC
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Reinforcement Learning
Learning to make decisions through interaction and reward.🎯
Bayesian Optimisation
Sample-efficient optimisation of expensive black-box functions.🔬
Physics-Informed & Scientific ML
Embedding physical laws and domain knowledge into machine-learning models.Websites
- SciML.aiOpen-source scientific machine-learning ecosystem
- DeepXDELibrary for PINNs and differential equations
- PySINDyDiscover governing equations directly from data
Know a great free resource we should add? Get in touch — we'd love to grow this list.