# Artificial Intelligence and Machine Learning in Materials Engineering

- Institution: IIT Kanpur
- Department: Metallurgy and Material Science
- Teacher: Prof. Krishanu Biswas
- Level: Undergraduate
- Language: English
- Subjects: Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/113104517)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/113104517)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

Artificial intelligence (AI) has taken the center-stage of material development due to rapid increase of the computational power and speed. The use of AI is rapidly picking up for high throughput screening and decision making for materials chemistry, property estimation and optimization of properties. As the need of new materials with improved properties is felt across the discipline, the accelerated design and development has become a key aspect of material science and engineering. The the need for use of AI and machine learning has widely been felt to design new materials with better properties The course is intended to provide this some basics aspects of use of AI and ML in materials science and engineering. Starting with processing -structure-property correlation, the basic computational tools will be deliberated with application of machine learning and deep learning. The application of AI-ML will be discussed with some case studies and examples.

Intended audience: UG, PG from Academic Institutes and Industry Professionals from various Industries

Prerequisites: Basic concept on Materials Science

## Lectures

1. [Lecture 01 (Part I)- Introduction to the Course - Part 1](https://invisiblenetwork.ai/learn/nptel/113104517/280bef55f0f7) (YouTube)
2. [Lecture 01 (Part II) - Introduction to the Course - Part 2](https://invisiblenetwork.ai/learn/nptel/113104517/09562d90eef3) (YouTube)
3. [Lecture 02 (Part I) - Introduction to AI-Part 1](https://invisiblenetwork.ai/learn/nptel/113104517/a808c2477354) (YouTube)
4. [Lecture 02 (Part II)- Introduction to AI-Part 2](https://invisiblenetwork.ai/learn/nptel/113104517/73cda4fee506) (YouTube)
5. [Lecture 03 - Basics of Materials Science - I](https://invisiblenetwork.ai/learn/nptel/113104517/ca32db8026a5) (YouTube)
6. [Lecture 4 - Basics of Materials Science - II](https://invisiblenetwork.ai/learn/nptel/113104517/e8b008b53954) (YouTube)
7. [Lecture 5(Part-I) - Basics of Materials Science -III](https://invisiblenetwork.ai/learn/nptel/113104517/9c668b760c39) (YouTube)
8. [Lecture 5 (Part-II) - Basics of Materials Science -IV](https://invisiblenetwork.ai/learn/nptel/113104517/27fe6b36fbf4) (YouTube)
9. [Lecture 6 (Part - I): Basics of Materials Science - V](https://invisiblenetwork.ai/learn/nptel/113104517/a72ea832d446) (YouTube)
10. [Lecture 6 (Part - II): Basics of Materials Science - VI](https://invisiblenetwork.ai/learn/nptel/113104517/62071420ae46) (YouTube)
11. [Lecture 7 (Part - I): Basics of Materials Science - VII](https://invisiblenetwork.ai/learn/nptel/113104517/5b8aca7e9a9f) (YouTube)
12. [Lecture 7 (Part - II): Basics of Materials Science - VIII](https://invisiblenetwork.ai/learn/nptel/113104517/4e5b9e5c5a9c) (YouTube)
13. [Lecture 8 (Part - I): Basics of Materials Science - IX](https://invisiblenetwork.ai/learn/nptel/113104517/d032f717ee13) (YouTube)
14. [Lecture 8 (Part - II): Basics of Materials Science - X](https://invisiblenetwork.ai/learn/nptel/113104517/49532e00a4ac) (YouTube)
15. [Lecture 9 (Part - I): Basics of Materials Science - XI](https://invisiblenetwork.ai/learn/nptel/113104517/f5603a03bedc) (YouTube)
16. [Lecture 9 (Part - II): Basics of Materials Science - XII](https://invisiblenetwork.ai/learn/nptel/113104517/e1ce0f7b4386) (YouTube)
17. [Lecture 10 (Part I): Basics of Materials Science - XIII](https://invisiblenetwork.ai/learn/nptel/113104517/cab065f929a2) (YouTube)
18. [Lecture 10 (Part II): Basics of Materials Science - XIV](https://invisiblenetwork.ai/learn/nptel/113104517/ab9b07520ddf) (YouTube)
19. [Lecture 11 (Part I): Basics of Materials Science - XV](https://invisiblenetwork.ai/learn/nptel/113104517/632b31e8f3e3) (YouTube)
20. [Lecture 11 (Part II): Basics of Materials science - XVI](https://invisiblenetwork.ai/learn/nptel/113104517/749e2c7c0a8b) (YouTube)
21. [Lecture 12 (Part I): Basics of Materials Science - XVII](https://invisiblenetwork.ai/learn/nptel/113104517/4b9fa41a8a85) (YouTube)
22. [Lecture 12 (Part II): Basics of Materials Science - XVIII](https://invisiblenetwork.ai/learn/nptel/113104517/313397c847d1) (YouTube)
23. [Lecture 13 (Part I): Basics of materials Science - XIX](https://invisiblenetwork.ai/learn/nptel/113104517/636df4c47c6f) (YouTube)
24. [Lecture 13 (PART II): Basics of Materials Science - XX](https://invisiblenetwork.ai/learn/nptel/113104517/c60250b48d91) (YouTube)
25. [Lecture 14 (Part 1): Basics of Materials Science XXI](https://invisiblenetwork.ai/learn/nptel/113104517/9d8b54ae7322) (YouTube)
26. [Lecture 14 (Part II): Basics of Materials Science - XXII](https://invisiblenetwork.ai/learn/nptel/113104517/ea9a5a92a29e) (YouTube)
27. [Lecture 15 (Part I): Machine Learning Algorithms](https://invisiblenetwork.ai/learn/nptel/113104517/4b4265a677b7) (YouTube)
28. [Lecture 15 (Part II): Machine Learning Algorithms](https://invisiblenetwork.ai/learn/nptel/113104517/f96fc86fa1b0) (YouTube)
29. [Lecture 16 (Part I) : Machine Learning Algorithm -I](https://invisiblenetwork.ai/learn/nptel/113104517/eccd3a69716a) (YouTube)
30. [Lecture 16 (Part II) : Machine Learning Algorithm-II](https://invisiblenetwork.ai/learn/nptel/113104517/1508113b7943) (YouTube)
31. [Lecture 17 (Part I): Machine Learning Algorithms -III](https://invisiblenetwork.ai/learn/nptel/113104517/7b1ada0a8656) (YouTube)
32. [Lecture 17 (Part II): Machine Learning Algorithms -IV](https://invisiblenetwork.ai/learn/nptel/113104517/ae2f24114b1f) (YouTube)
33. [Lecture 18 (Part I) : Machine Learning Algorithms -V](https://invisiblenetwork.ai/learn/nptel/113104517/8d32c67bdf93) (YouTube)
34. [Lecture 18 (Part II): Machine Learning Algorithms - VI](https://invisiblenetwork.ai/learn/nptel/113104517/22fd126b9603) (YouTube)
35. [Lec. 19 (Part 1): Machine Learning Algorithms - VII](https://invisiblenetwork.ai/learn/nptel/113104517/b8a33bc61939) (YouTube)
36. [Lec. 19 (Part 2): Machine Learning Algorithms - VIII](https://invisiblenetwork.ai/learn/nptel/113104517/325b22cee6ab) (YouTube)
37. [Lec. 20 (Part 1): Machine Learning Algorithms - IX](https://invisiblenetwork.ai/learn/nptel/113104517/a6b52ed579e0) (YouTube)
38. [Lec. 20 (Part 2): Machine Learning Algorithms - X](https://invisiblenetwork.ai/learn/nptel/113104517/ea0b4feccb7c) (YouTube)
39. [Lec. 21 (Part 1): Machine Learning Algorithms - XI](https://invisiblenetwork.ai/learn/nptel/113104517/fbe6cbcf69b2) (YouTube)
40. [Lec. 21 (Part 2): Machine Learning Algorithms - XII](https://invisiblenetwork.ai/learn/nptel/113104517/6d05fa9a97f0) (YouTube)
41. [Lec. 22 (Part 1): Machine Learning Algorithms - XIII](https://invisiblenetwork.ai/learn/nptel/113104517/95f405ef2412) (YouTube)
42. [Lec. 22 (Part 2): Machine Learning Algorithms - XIV](https://invisiblenetwork.ai/learn/nptel/113104517/83fc5e8b63dc) (YouTube)
43. [Lec. 23 (Part 1): Machine Learning Algorithms - XV](https://invisiblenetwork.ai/learn/nptel/113104517/aeb5aa074428) (YouTube)
44. [Lec. 23 (Part 2): Machine Learning Algorithms - XVI](https://invisiblenetwork.ai/learn/nptel/113104517/658bfa569325) (YouTube)
45. [Lec. 24 (Part 1): Machine Learning Algorithms - XVII](https://invisiblenetwork.ai/learn/nptel/113104517/4f76dc02c656) (YouTube)
46. [Lec. 24 (Part 2): Machine Learning Algorithms - XVIII](https://invisiblenetwork.ai/learn/nptel/113104517/7c2c06a060de) (YouTube)
47. [Lec. 25 (Part 1): Deep learning methods - I](https://invisiblenetwork.ai/learn/nptel/113104517/9013f1f5aeae) (YouTube)
48. [Lec. 25 (Part 2): Deep learning methods- II](https://invisiblenetwork.ai/learn/nptel/113104517/7d54d70d3149) (YouTube)
49. [Lec. 26 (Part 1): Deep Learning methods- III](https://invisiblenetwork.ai/learn/nptel/113104517/c680c35374cc) (YouTube)
50. [Lec. 26 (Part 2): Deep Learning methods- IV](https://invisiblenetwork.ai/learn/nptel/113104517/04d336701235) (YouTube)
51. [Lec. 27 (Part 1): Deep Learning methods- V](https://invisiblenetwork.ai/learn/nptel/113104517/633a67beec6c) (YouTube)
52. [Lec. 27 (Part 2): Deep Learning methods- VI](https://invisiblenetwork.ai/learn/nptel/113104517/bd9a0f427969) (YouTube)
53. [Lec. 28 (Part 1): Deep Learning Methods- VII](https://invisiblenetwork.ai/learn/nptel/113104517/e6776e84f1fa) (YouTube)
54. [Lec. 28 (Part 2): Deep Learning Methods- VIII](https://invisiblenetwork.ai/learn/nptel/113104517/01b8d7489b01) (YouTube)
55. [Lec. 29 (Part 1): Application of ML and AI in Materials Sciences- I](https://invisiblenetwork.ai/learn/nptel/113104517/632b7f2dbcae) (YouTube)
56. [Lec. 29 (Part 2): Application of ML and AI in Materials Sciences- II](https://invisiblenetwork.ai/learn/nptel/113104517/9ec5d6d89b6e) (YouTube)
57. [Lec. 30 (Part 1): Application of ML and AI in Materials Sciences- III](https://invisiblenetwork.ai/learn/nptel/113104517/e64434270511) (YouTube)
58. [Lec. 30 (Part 2): Application of ML and AI in Materials Sciences- IV](https://invisiblenetwork.ai/learn/nptel/113104517/14a5179d7601) (YouTube)
59. [Lec. 31 (Part 1): Application of ML and AI in Materials Sciences- V](https://invisiblenetwork.ai/learn/nptel/113104517/01d2a2e49160) (YouTube)
60. [Lec. 31 (Part 2): Application of ML and AI in Materials Sciences- VI](https://invisiblenetwork.ai/learn/nptel/113104517/a69c9690489e) (YouTube)
61. [Lec. 32 (Part I): Molecular Dynamics Simulation - I](https://invisiblenetwork.ai/learn/nptel/113104517/ca0fbebf513a) (YouTube)
62. [Lec. 32 (Part II): Molecular Dynamics Simulation - II](https://invisiblenetwork.ai/learn/nptel/113104517/d2ebccad42dd) (YouTube)
63. [Lec. 33 (Part I): Density Functional Theory (DFT) - I](https://invisiblenetwork.ai/learn/nptel/113104517/fc4b13cea937) (YouTube)
64. [Lec. 33 (Part II): Density Functional Theory (DFT) - II](https://invisiblenetwork.ai/learn/nptel/113104517/b159e9f968d4) (YouTube)
65. [Lec. 34 (Part 1): Advanced Deep Learnig - I](https://invisiblenetwork.ai/learn/nptel/113104517/9dc444311094) (YouTube)
66. [Lec. 34 (Part 2): Advanced Deep Learning - II](https://invisiblenetwork.ai/learn/nptel/113104517/4b90453df383) (YouTube)
67. [Lec. 35 (Part 1): Advanced Deep Learning - III](https://invisiblenetwork.ai/learn/nptel/113104517/ef9112471548) (YouTube)
68. [Lec. 35 (Part 2): Advanced Deep Learning - IV](https://invisiblenetwork.ai/learn/nptel/113104517/1e1482e939f8) (YouTube)
69. [Lec. 36 (Part 1): Data Processing and Error Analyses - I](https://invisiblenetwork.ai/learn/nptel/113104517/5fa0366bb152) (YouTube)
70. [Lec. 36 (Part 2): Data Processing and Error Analyses - II](https://invisiblenetwork.ai/learn/nptel/113104517/62e120c3d738) (YouTube)
71. [Lec. 37 (Part I): Material Informatics- I](https://invisiblenetwork.ai/learn/nptel/113104517/9f8f1a7e21ff) (YouTube)
72. [Lec. 37 (Part II): Material Informatics- II](https://invisiblenetwork.ai/learn/nptel/113104517/939072046baa) (YouTube)
73. [Lec. 38 (Part I): Materials Knowledge & Materials Data Science, Material Informatics- I](https://invisiblenetwork.ai/learn/nptel/113104517/bab52a377216) (YouTube)
74. [Lec. 38 (Part II): Materials Knowledge & Materials Data Science, Material Informatics- II](https://invisiblenetwork.ai/learn/nptel/113104517/3c453897ea77) (YouTube)
75. [Lec. 39 (Part I): Materials knowledge & materials data science, Material informatics- III](https://invisiblenetwork.ai/learn/nptel/113104517/0f1243ef4350) (YouTube)
76. [Lec. 39 (Part II): Materials Knowledge & Materials Data Science, Material Informatics- IV](https://invisiblenetwork.ai/learn/nptel/113104517/dfe8477c9cf4) (YouTube)
77. [Lec. 40 (Part I): Materials Knowledge & Materials Data Science, Material Informatics- V](https://invisiblenetwork.ai/learn/nptel/113104517/ebada00007a8) (YouTube)
78. [Lec. 40 (Part II): Conclusion](https://invisiblenetwork.ai/learn/nptel/113104517/b1f34476ad99) (YouTube)