Ceyron/machine-learning-and-simulation resource
All the handwritten notes 📝 and source code files 🖥️ used in my YouTube Videos on Machine Learning & Simulation (https://www.youtube.com/channel/UCh0P7KwJhuQ4vrzc3IRuw4Q) observed · 2026-08-28
Health v2 · maintenance only
60/100
- Activity 83
- Release rhythm 8
- Longevity 100
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-02. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 2013
- days_rel: n/a
- days_push: 103
- n_releases_24m: 0
Adoption not part of the score
1199 stars · 224 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
A collection of handwritten notes and Jupyter Notebook source code accompanying a YouTube channel on machine learning and simulation. It covers math foundations, probabilistic ML, sparse matrices, continuum mechanics, and automatic differentiation.
Use cases
- learn math foundations for machine learning
- study probabilistic machine learning and variational inference
- understand automatic differentiation and adjoints
- learn continuum mechanics for FEM and CFD
- find worked examples of probability distributions and MLE
- learn how sparse matrices are implemented in C
When to choose
- you prefer video-based learning with accompanying code and notes
- you want mathematical depth behind ML and simulation methods
- you need free educational material spanning ML, probability, and mechanics
When to avoid
- you need production-ready ML software or libraries
- you want a structured textbook or certification course
- you need guaranteed up-to-date coverage of the latest deep learning frameworks
Facets
learning-resource · maturity active
machine-learning simulation math data-science machine-learning tutorials mathematics simulation python cross-platform jupyter-notebooks youtube-course probabilistic-ml continuum-mechanics automatic-differentiation sparse-matrices lecture-notes
1 source
- readme: https://github.com/Ceyron/machine-learning-and-simulation · fetched 2026-08-28 · d1094d8c923e
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| Ceyron/machine-learning-and-simulation | main | 60 |
For agents
markdown · JSON · MCP: product_card(name="Ceyron/machine-learning-and-simulation")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem