# Materials Informatics

- Institution: IISc Bangalore
- Department: Metallurgy and Material Science
- Teacher: Prof. Sai Gautam Gopalakrishnan
- Level: Undergraduate
- Language: English
- Subjects: Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/113108922)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/113108922)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Evolution of Materials modelling](https://invisiblenetwork.ai/learn/nptel/113108922/dd6cf96f847c) (Video)
2. [Introduction to Machine learning](https://invisiblenetwork.ai/learn/nptel/113108922/cbdadaa4f1ba) (Video)
3. [Anaconda installation and python basics](https://invisiblenetwork.ai/learn/nptel/113108922/2d87668ec26a) (Video)
4. [Functions and classes](https://invisiblenetwork.ai/learn/nptel/113108922/a8e86149ba00) (Video)
5. [Numpy basics](https://invisiblenetwork.ai/learn/nptel/113108922/87848f46faf8) (Video)
6. [Pandas basics](https://invisiblenetwork.ai/learn/nptel/113108922/1f769f2fefb6) (Video)
7. [Regression](https://invisiblenetwork.ai/learn/nptel/113108922/4c9f735b5bf3) (Video)
8. [Regression (continued)](https://invisiblenetwork.ai/learn/nptel/113108922/94042e8a5ef4) (Video)
9. [Classification](https://invisiblenetwork.ai/learn/nptel/113108922/7649027498a4) (Video)
10. [Classification (continued)](https://invisiblenetwork.ai/learn/nptel/113108922/1d98fe1dd444) (Video)
11. [Regression and classification example on materials data](https://invisiblenetwork.ai/learn/nptel/113108922/4c209f8be878) (Video)
12. [Regression models](https://invisiblenetwork.ai/learn/nptel/113108922/c9d593f62551) (Video)
13. [Regression models (continued)](https://invisiblenetwork.ai/learn/nptel/113108922/10451a4984af) (Video)
14. [Classification models](https://invisiblenetwork.ai/learn/nptel/113108922/d8335617855e) (Video)
15. [Support vector machines and decision trees](https://invisiblenetwork.ai/learn/nptel/113108922/94a002349224) (Video)
16. [Ensemble models](https://invisiblenetwork.ai/learn/nptel/113108922/d8e34684562c) (Video)
17. [Ensemble models (continued) and dimentionality reduction](https://invisiblenetwork.ai/learn/nptel/113108922/d4327b441a2d) (Video)
18. [Comparison of classical models on materials data](https://invisiblenetwork.ai/learn/nptel/113108922/ddb32ef05845) (Video)
19. [Neural networks](https://invisiblenetwork.ai/learn/nptel/113108922/f2d2e1011927) (Video)
20. [Neural networks with keras and tensorflow](https://invisiblenetwork.ai/learn/nptel/113108922/b0eb805d5c20) (Video)
21. [Neural networks with pytorch](https://invisiblenetwork.ai/learn/nptel/113108922/53122fc3c242) (Video)
22. [Neural networks example on materials data](https://invisiblenetwork.ai/learn/nptel/113108922/b54b2a4209e1) (Video)
23. [Convolutions](https://invisiblenetwork.ai/learn/nptel/113108922/70dea32716e4) (Video)
24. [Graph Networks](https://invisiblenetwork.ai/learn/nptel/113108922/8eba33b49eb0) (Video)
25. [Crystal Graph Convolutional Neural Networks](https://invisiblenetwork.ai/learn/nptel/113108922/70f573b2919d) (Video)
26. [First Principles methods](https://invisiblenetwork.ai/learn/nptel/113108922/b7600802fb36) (Video)
27. [Density Functional Theory](https://invisiblenetwork.ai/learn/nptel/113108922/d2a54749793c) (Video)
28. [Exchange Correlation Functionals](https://invisiblenetwork.ai/learn/nptel/113108922/cb33fbbc820e) (Video)
29. [Basis sets and Pesudopotentials](https://invisiblenetwork.ai/learn/nptel/113108922/c2baa8a6fde2) (Video)
30. [DFT hands on](https://invisiblenetwork.ai/learn/nptel/113108922/2f33ea2987ce) (Video)
31. [Introduction to Molecular Dynamics](https://invisiblenetwork.ai/learn/nptel/113108922/6356089eabf3) (Video)
32. [Molecular Dynamics (Continued)](https://invisiblenetwork.ai/learn/nptel/113108922/9bb096dc4b46) (Video)
33. [Introduction to Statistical Mechanics](https://invisiblenetwork.ai/learn/nptel/113108922/15947305af1f) (Video)
34. [Statistical Mechanics - I](https://invisiblenetwork.ai/learn/nptel/113108922/6c0589c7f8d0) (Video)
35. [Statistical Mechanics - II](https://invisiblenetwork.ai/learn/nptel/113108922/91707ea8ca71) (Video)
36. [Introduction to lattice models](https://invisiblenetwork.ai/learn/nptel/113108922/7268f904178d) (Video)
37. [Lattice models and Monte Carlo simulations](https://invisiblenetwork.ai/learn/nptel/113108922/cb70edeadeac) (Video)
38. [Cluster expasnion hands on](https://invisiblenetwork.ai/learn/nptel/113108922/6fce9cc67adc) (Video)
39. [Monte Carlo simulation hands on](https://invisiblenetwork.ai/learn/nptel/113108922/121c2ff93600) (Video)
40. [Introduction to machine learned potentials](https://invisiblenetwork.ai/learn/nptel/113108922/86a579f19584) (Video)
41. [Machine learned interatomic potentials (continued)](https://invisiblenetwork.ai/learn/nptel/113108922/a1bba00499a4) (Video)
42. [Atomic cluster expasnion](https://invisiblenetwork.ai/learn/nptel/113108922/91a276480f98) (Video)
43. [Machine learned interatomic potentials hands on](https://invisiblenetwork.ai/learn/nptel/113108922/ef16ddc98c6b) (Video)
44. [Transfer learning -I](https://invisiblenetwork.ai/learn/nptel/113108922/bc27ad99f14b) (Video)
45. [Transfer learning -II](https://invisiblenetwork.ai/learn/nptel/113108922/2c58f0303639) (Video)
46. [Transfer Learning hands on](https://invisiblenetwork.ai/learn/nptel/113108922/2e8843c46caa) (Video)
47. [Diffusion Models](https://invisiblenetwork.ai/learn/nptel/113108922/dc1278aebbbd) (Video)
48. [Diffusion models hands on](https://invisiblenetwork.ai/learn/nptel/113108922/f07e4489d2c1) (Video)
49. [Large Language Models](https://invisiblenetwork.ai/learn/nptel/113108922/4b8d559cc274) (Video)
50. [Large Language Models hands on](https://invisiblenetwork.ai/learn/nptel/113108922/2d469585ca7a) (Video)