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Junior Researcher
Collaboration
Code
Video
Good first project Python/MATLAB
Reproduce a scalar conservation law benchmark
Build a clean experiment for linear advection or Burgers equation and compare numerical diffusion across schemes.
Deliverable: plots, error table, short note
Skills: CFL condition, grids, convergence
Discuss Project
Research Validation
Entropy-stable method comparison suite
Create reproducible tests comparing stability, resolution, and computational cost for selected entropy-aware schemes.
Deliverable: benchmark repository
Skills: finite volume methods, stability
Collaborate
AI Scientific ML
Learning numerical viscosity without losing structure
Explore how learned viscosity can support robust solvers while respecting conservation and stability constraints.
Deliverable: prototype and ablation study
Skills: PyTorch, PDE benchmarks, metrics
Start Conversation
Student friendly Teaching
Mini lecture notes for numerical PDE beginners
Turn core numerical PDE ideas into short notes and matching YouTube explainers for junior researchers.
Deliverable: notes + short videos
Skills: LaTeX, examples, communication
Contribute
Quantum-inspired Exploratory
Quantum-inspired perspectives on numerical schemes
Map useful quantum-algorithm concepts to classical numerical workflows and identify realistic research questions.
Deliverable: survey note or pilot experiment
Skills: algorithms, numerical analysis
Explore
Open education YouTube
Code walkthrough playlist
Prepare short videos that explain one numerical experiment at a time: setup, method, plot, interpretation.
Deliverable: code + video script
Skills: MATLAB/Python, teaching
Open Channel
How to Start
For junior researchers
Pick one small benchmark from the board.
Reproduce one figure or one error table.
Write a one-page note explaining what you observed.
Email the note with your code link and one clear question.
For collaborators
Send a short problem statement and where your expertise connects.
Include any preprint, code, dataset, or benchmark you want to discuss.
Suggest a concrete first step: experiment, reading group, note, or joint seminar.
YouTube Lecture Roadmap
Connect projects with public learning
The YouTube channel can become a bridge between research code, lecture notes, and junior researcher onboarding.
Numerical PDE basics: CFL, stability, convergence
Research code walkthroughs: plots and benchmark design
Scientific ML: learned viscosity and hybrid solvers
Paper-reading sessions for junior researchers