# Responsible & Safe AI Systems

- Institution: IIITH & IITM
- Department: Computer Science and Engineering
- Taught by: Prof. Ponnurangam Kumaraguru, Prof. Balaraman Ravindran, Prof. Arun Rajkumar
- Level: Undergraduate
- Language: English
- Subjects: Computer science, Engineering
- Source: [NPTEL](https://nptel.ac.in/courses/106106472)
- Licence: [CC BY-NC-SA](https://nptel.ac.in/faq) (Non-commercial use only.)
- Syllabus: [at the source](https://nptel.ac.in/courses/106106472)
- Who can watch: Teens profiles and older (sources give no ratings; placed by Invisible Network from the source's own words)

## Lectures

1. [Introduction](https://invisiblenetwork.ai/learn/nptel/106106472/4113e3413b91) (YouTube)
2. [AI Capabilities Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/d36264be297a) (YouTube)
3. [AI Capabilities Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/abaa7cd5d4e2) (YouTube)
4. [AI Risk Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/9057bb96a62a) (YouTube)
5. [AI Risk Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/1036e7feaf39) (YouTube)
6. [AI Risk Part 3](https://invisiblenetwork.ai/learn/nptel/106106472/6f24421f61d1) (YouTube)
7. [AI Risk Part 4](https://invisiblenetwork.ai/learn/nptel/106106472/cd181306a531) (YouTube)
8. [Robustness Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/6d6b8584d238) (YouTube)
9. [Robustness Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/2e5b9b3c4e21) (YouTube)
10. [Robustness Hands-On](https://invisiblenetwork.ai/learn/nptel/106106472/e460a00ba08a) (YouTube)
11. [RLHF](https://invisiblenetwork.ai/learn/nptel/106106472/30fe74057106) (YouTube)
12. [AI Alignment](https://invisiblenetwork.ai/learn/nptel/106106472/93a8a08d64f2) (YouTube)
13. [Transformers Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/98fceb89a849) (YouTube)
14. [Transformers Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/5c2298a9da09) (YouTube)
15. [Hugging face](https://invisiblenetwork.ai/learn/nptel/106106472/ec8f7e77f652) (YouTube)
16. [Unlearning](https://invisiblenetwork.ai/learn/nptel/106106472/7048f8d829c9) (YouTube)
17. [Approximate unlearning](https://invisiblenetwork.ai/learn/nptel/106106472/495ecb2dd47a) (YouTube)
18. [Evaluation of Unlearning and Graph Unlearning Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/c26edec873d9) (YouTube)
19. [Evaluation of Unlearning and Graph Unlearning Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/4717e03cb19c) (YouTube)
20. [Representation Engineering - Hands on](https://invisiblenetwork.ai/learn/nptel/106106472/12fe857e1ef0) (YouTube)
21. [Introduction to ML Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/424d5c52eddc) (YouTube)
22. [Introduction to ML Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/96c9e3ee4951) (YouTube)
23. [Basics of Neural Networks & PyTorch Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/600fc85a11bb) (YouTube)
24. [Basics of Neural Networks & PyTorch Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/4eac28d5a7f9) (YouTube)
25. [PyTorch - Basic Workflow](https://invisiblenetwork.ai/learn/nptel/106106472/629bf8045164) (YouTube)
26. [PyTorch - Classification](https://invisiblenetwork.ai/learn/nptel/106106472/648d312e46e2) (YouTube)
27. [Bias - I](https://invisiblenetwork.ai/learn/nptel/106106472/a0b656bea654) (YouTube)
28. [Bias - II](https://invisiblenetwork.ai/learn/nptel/106106472/d7db42521c66) (YouTube)
29. [Source of Bias](https://invisiblenetwork.ai/learn/nptel/106106472/7a12bda1a493) (YouTube)
30. [Bias-Handson](https://invisiblenetwork.ai/learn/nptel/106106472/586c48a2e45f) (YouTube)
31. [Bias - III](https://invisiblenetwork.ai/learn/nptel/106106472/de21fe15c0be) (YouTube)
32. [Bias - IV](https://invisiblenetwork.ai/learn/nptel/106106472/40c61d6f6d7c) (YouTube)
33. [Bias in VLM's](https://invisiblenetwork.ai/learn/nptel/106106472/f9870fb5a5c7) (YouTube)
34. [Bias Handon Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/6c3638c6636a) (YouTube)
35. [Bias Handson Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/df28604423fb) (YouTube)
36. [Data Privacy](https://invisiblenetwork.ai/learn/nptel/106106472/4577938ad904) (YouTube)
37. [Differential Privacy](https://invisiblenetwork.ai/learn/nptel/106106472/4d9e2f21909c) (YouTube)
38. [Approximate Differential Privacy](https://invisiblenetwork.ai/learn/nptel/106106472/6e11a7331551) (YouTube)
39. [Exponential Mechanism](https://invisiblenetwork.ai/learn/nptel/106106472/a4b133fda7b4) (YouTube)
40. [Fairness in Machine Learning](https://invisiblenetwork.ai/learn/nptel/106106472/edbf915c2eed) (YouTube)
41. [Interpretability - I](https://invisiblenetwork.ai/learn/nptel/106106472/16fe53dd394f) (YouTube)
42. [Interpretability - II](https://invisiblenetwork.ai/learn/nptel/106106472/951c40fea96c) (YouTube)
43. [Interpretability Hands-on - Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/b69783b1c3c0) (YouTube)
44. [Interpretability Hands-on - Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/ea66b58ad276) (YouTube)
45. [AI Policies, Regulations, AGI - Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/905fcfe62740) (YouTube)
46. [AI Policies, Regulations, AGI - Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/e05ec0425e98) (YouTube)
47. [AI Policies, Regulations, AGI - Part 3](https://invisiblenetwork.ai/learn/nptel/106106472/cf99ebfb2587) (YouTube)
48. [AI Policies, AGI with Prof. David Krueger - Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/80f493696f71) (YouTube)
49. [AI Policies, AGI with Prof. David Krueger - Part 2](https://invisiblenetwork.ai/learn/nptel/106106472/bbec632994dd) (YouTube)
50. [Finetuning and Jailbreaking: Hands-on](https://invisiblenetwork.ai/learn/nptel/106106472/8119617015dc) (YouTube)
51. [AI Governance](https://invisiblenetwork.ai/learn/nptel/106106472/e1cde43e2447) (YouTube)
52. [Research Overview: SaGE- Quantifying moral consistency in LLMs](https://invisiblenetwork.ai/learn/nptel/106106472/cc82b02ab4cd) (YouTube)
53. [Research Overview: Higher Order Structures for Graph Explanations](https://invisiblenetwork.ai/learn/nptel/106106472/2540c267ccab) (YouTube)
54. [Research Overview: Representation Surgery](https://invisiblenetwork.ai/learn/nptel/106106472/1dd1c2fc60d2) (YouTube)
55. [Summary - Part 1](https://invisiblenetwork.ai/learn/nptel/106106472/6deb1e1d3178) (YouTube)