Useful Sites

Materials Databases

2D Material Database

Materials Project

C2DB (2D Materials)

UK Materials Science DB

Phase Diagram DB (NIMS)

DFT & Computational Physics

VASP with Notebook

VASP Best Practices

Melting Point Calculator

Lectures: Mineral Physics

ML Phase Diagram (my project)

Physics Descriptors via DFT

LAMMPS Workshops

Pseudopotentials (SIESTA)

Airflow for DFT/HPC

Charge Transfer (SIESTA)

Orbital Visualizer

BurnMan (Earth Sciences)

ARCHER2 LAMMPS Course (Edinburgh)

AI & Machine Learning

CNN (Stanford CS231n)

AI by Hand Notes

ML Visual Explanations

ML Cheat Sheets

DS Cheat Sheets (GitHub)

500 AI/ML Projects

Virgilio ML Guide

Awesome AI/ML/DL

Industry ML (GitHub)

Magnetism Prediction (mine)

DFT + Mech + ML (paper)

ML Potential: Coexistence

Awesome MCP Servers

Research Discovery Tools

Connected Papers

Research Rabbit

Thesis Search (OATD)

SciSpace AI Search

Jenni AI (writing)

Plot to Data (WebPlotDigitizer)

Learning & Courses

Learn on Kaggle

Self-Taught CS Degree

Visualize Equations (Desmos)

Prof Book (UCL live)

Web Scraping (GitHub)

Critical Thinking (Coursera)

Communication Skills (Wharton)

AI for Earth Observation (AI4EO)

Online Book Notebook

Satellite-image Deep Learning

Geospatial Raster/Vector (Python)

Earth Data Analysis

Copernicus / Wekeo

Sentinel Analysis

SQL & Databases

SQLbolt — Interactive SQL Lessons

SQLzoo — SQL Practice

SQL for Querying Databases (Coursera)

Data I/O with Python & SQL (Coursera)

Algorithms & Coding Practice

MIT OCW 6.006 — Introduction to Algorithms

LeetCode Blind 75

GeeksforGeeks GFG-160 Arrays Track

Data Structures & Algorithms Masterclass (Packt)

Edabit Coding Challenges

Geekflare — Thinking Challenges

Python Resources

Think Python (Allen Downey — free textbook)

DataQuest — Python Functions Practice

W3Schools Python Exercises

Python Classes & Inheritance (Coursera)

Python for Data Analytics (Coursera)

Kaggle — Winning Solutions Notebook