# Artificial Intelligence in Industrial and Management Engineering

- Institution: IIT Kanpur
- Department: Multidisciplinary
- Taught by: Prof. Deepu Philip, Prof. Prabal Pratap Singh
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering, Business and management
- Source: [NPTEL](https://nptel.ac.in/courses/127104664)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/127104664)
- Who can watch: Tweens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

Artificial intelligence is actively enabling novel solutions in industrial and management sectors. This results in a significant increase in the demand for specialists who comprehend the principles underlying the technological systems that propel contemporary businesses. This course presents the foundational principles of many subdomains of artificial intelligence along with their applications. The course aims to serve as an introductory platform for students to explore artificial intelligence approaches. The course employs the Python programming language to illustrate and impart theoretical topics. The course motivates students to explore the diverse subdomains of AI according to their personal interests by offering ample resources at each stage.

Intended audience: Students of all Engineering and Science disciplines.

Prerequisites: The student should have completed two semesters of UG Engineering or Science program.

## Lectures

1. [Lecture 1: Basics of Business - I](https://invisiblenetwork.ai/learn/nptel/127104664/fd7141cfd93a) (YouTube)
2. [Lecture 2: Basics of Business - II](https://invisiblenetwork.ai/learn/nptel/127104664/ff949cb1c408) (YouTube)
3. [Lecture 3: Basics of Business - III](https://invisiblenetwork.ai/learn/nptel/127104664/5e9eee265846) (YouTube)
4. [Lecture 4: Understanding Industrial Engineering](https://invisiblenetwork.ai/learn/nptel/127104664/d7b045e7e014) (YouTube)
5. [Lecture 5: Relationship of IE with other Disciplines](https://invisiblenetwork.ai/learn/nptel/127104664/db4a6bdf58b4) (YouTube)
6. [Lecture 6: BI, Analytics, and AI: The Business Decision System](https://invisiblenetwork.ai/learn/nptel/127104664/24178cc050f7) (YouTube)
7. [Lecture 7: Business Intelligence](https://invisiblenetwork.ai/learn/nptel/127104664/688bbc436de4) (YouTube)
8. [Lecture 8: AI: The Abused Word in Business](https://invisiblenetwork.ai/learn/nptel/127104664/006a9492f50f) (YouTube)
9. [Lecture 9: K-Means Clustering Algorithm Explained](https://invisiblenetwork.ai/learn/nptel/127104664/1cf898d157c3) (YouTube)
10. [Lecture 10: Knowledge Representation](https://invisiblenetwork.ai/learn/nptel/127104664/bb38eeaed7bd) (YouTube)
11. [Lecture 11: Backward Chaining Example](https://invisiblenetwork.ai/learn/nptel/127104664/c2577e7127eb) (YouTube)
12. [Lecture 12: Logic](https://invisiblenetwork.ai/learn/nptel/127104664/5452fced11e2) (YouTube)
13. [Lecture 13: Expert System for Reasonable Reasoning (Part 1)](https://invisiblenetwork.ai/learn/nptel/127104664/ccf600c25e76) (YouTube)
14. [Lecture 14: Expert System for Reasonable Reasoning (Part 2)](https://invisiblenetwork.ai/learn/nptel/127104664/091e0208a65c) (YouTube)
15. [Lecture 15: Expert System for Reasonable Reasoning (Part 3)](https://invisiblenetwork.ai/learn/nptel/127104664/20502a447339) (YouTube)
16. [Lecture 16: Sorting and Searching](https://invisiblenetwork.ai/learn/nptel/127104664/229a60c55f15) (YouTube)
17. [Lecture 17: Other Searching Algorithm](https://invisiblenetwork.ai/learn/nptel/127104664/2a7e6656ba9e) (YouTube)
18. [Lecture 18: Change goal: Visit all vertices on the graph](https://invisiblenetwork.ai/learn/nptel/127104664/298826aea4f9) (YouTube)
19. [Lecture 19: Implementing Depth-First Search](https://invisiblenetwork.ai/learn/nptel/127104664/c6bf3abd4346) (YouTube)
20. [Lecture 20: Greedy Best-First search](https://invisiblenetwork.ai/learn/nptel/127104664/ea7ac614b348) (YouTube)
21. [Lecture 21: Machine Learning Basics (Part-1)](https://invisiblenetwork.ai/learn/nptel/127104664/88c793d483de) (YouTube)
22. [Lecture 22: Machine Learning Basics (Part-2)](https://invisiblenetwork.ai/learn/nptel/127104664/7dce686c7502) (YouTube)
23. [Lecture 23: Machine Learning Basics (Part-3)](https://invisiblenetwork.ai/learn/nptel/127104664/7f0b0a79b67c) (YouTube)
24. [Lecture 24: Machine Learning Basics (Part-4)](https://invisiblenetwork.ai/learn/nptel/127104664/0822ca69818f) (YouTube)
25. [Lecture 25: Machine Learning Basics (Part-5)](https://invisiblenetwork.ai/learn/nptel/127104664/f9f4d56437c2) (YouTube)
26. [Lecture 26: Neural Networks (Part-1)](https://invisiblenetwork.ai/learn/nptel/127104664/f130cd5ee04b) (YouTube)
27. [Lecture 27: Neural Networks (Part-2)](https://invisiblenetwork.ai/learn/nptel/127104664/39332c4b88fa) (YouTube)
28. [Lecture 28: Neural Networks (Part- 3)](https://invisiblenetwork.ai/learn/nptel/127104664/f109824f95ea) (YouTube)
29. [Lecture 29: Natural Language Processing (Part – 1)](https://invisiblenetwork.ai/learn/nptel/127104664/a484b2ee532d) (YouTube)
30. [Lecture 30: Natural Language Processing (Part – 2)](https://invisiblenetwork.ai/learn/nptel/127104664/c81561a40cf9) (YouTube)
31. [Lecture: 31 Natural Language Processing (Part-3)](https://invisiblenetwork.ai/learn/nptel/127104664/ebfae762882f) (YouTube)
32. [Lecture: 32 Natural Language Processing (Part-4)](https://invisiblenetwork.ai/learn/nptel/127104664/6ef42bf07b96) (YouTube)
33. [Lecture: 33 Natural Language Processing (Part-5)](https://invisiblenetwork.ai/learn/nptel/127104664/ded63b5ca8ff) (YouTube)
34. [Lecture: 34 Introduction to Scheduling](https://invisiblenetwork.ai/learn/nptel/127104664/6798d1462ca8) (YouTube)
35. [Lecture: 35 Scheduling](https://invisiblenetwork.ai/learn/nptel/127104664/f0b3d82821c9) (YouTube)
36. [Lecture 36: Facility Layout (Part 1)](https://invisiblenetwork.ai/learn/nptel/127104664/450b351fe991) (YouTube)
37. [Lecture 37: Facility Layout (Part 2)](https://invisiblenetwork.ai/learn/nptel/127104664/fb0490af978f) (YouTube)
38. [Lecture 38: Facility Layout (Part 3)](https://invisiblenetwork.ai/learn/nptel/127104664/24632b81a266) (YouTube)
39. [Lecture 39: Genetic Algorithm (Part 1)](https://invisiblenetwork.ai/learn/nptel/127104664/6f667f1a9daf) (YouTube)
40. [Lecture 40: Genetic Algorithm (Part 2)](https://invisiblenetwork.ai/learn/nptel/127104664/6eb9f54c0341) (YouTube)
41. [Lecture 41: Genetic Algorithm (Part 3)](https://invisiblenetwork.ai/learn/nptel/127104664/b63652ab3a44) (YouTube)
