355 тысяч подписчиков
694 видео
6. Working with lists in Python
ML model tuning with constraints (CNN tuning for MNIST example)
installing miniconda, virtual environments, and vscode for materials informatics
16. Splitting data in train/val/test splits
3. Data types and variable naming convention in python
Tutorial for writing lab reports in LaTeX and Overleaf
9. Python operators
7. Tuples and Sets in python
13. The power of NumPy
Closed-loop optimization of inexpensive functions
Discovering materials twice as fast at a fraction of the cost through Bayesian optimization
Tutorial of VESTA software for creating crystal structures
Polymer crystallinity
18. Using classes in python
5. Boolean variables in python
Energy bands and band gaps in materials
Lecture in Materials 4: Willard A Cutler "Materials Science-Based Innovations to Pollution Control"
15. Python to make nice figures. Part I: what is a nice figure?
Skimo ascent/descent of Mount Baker
Unary phase diagrams and Gibbs phase rule
Gibbs phase rule
14. Dataset tutorial with Pandas 👽(UFO example)👽
multipanel plots in python matplotlib
11. How to create custom functions in python
Crystallography Open Database tutorial
2. Python language semantics
Creating and plotting custom functions in python
Day 16 X-ray Diffraction and polymers intro
30a Coding a Naive Bayes classifier by hand
steady-state heat conduction Fourier's Law example problem
Offline optimization (experiments manually performed by humans)
Miller indices for hexagonal structures. Why and how we use 4 indices.
Use GitHub Copilot Chat to interactively create documentation, add type hints, and make unit tests
Grouping matter by symmetry: Point Groups, Space Groups, and Crystal Systems
Tutorial for determining Weibull modulus in excel
Continuous multi-fidelity optimization
Using ChatGPT as JARVIS to create python plots
1.1 Jupyter notebook and Google Colab as Spyder IDE alternatives
Examples of steel microstructures using a TTT diagram
27. Variational Autoencoders
14. Linear vs Nonlinear models
How to create custom variables on your TI-89 calculator
How to fit non-linear equations in excel using solver
8. Using dictionaries in python
Martin Fitzner "Industrial view on Bayesian optimization A perfect match for the low/no-data regime"
The binary eutectic phase diagram
12. For and while loops and list/dict comprehension in python
17. Python to make nice figures. Part III: advanced plots
Materialism Podcast Ep 29: Superconducting Materials
Understanding Crystal Structures: Symmetry and Lattices Explained
