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Course10610647255 lectures

Responsible & Safe AI Systems

Prof. Ponnurangam Kumaraguru, Prof. Balaraman Ravindran and Prof. Arun Rajkumar · IIITH & IITM

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. Introduction YouTube
  2. AI Capabilities Part 1 YouTube
  3. AI Capabilities Part 2 YouTube
  4. AI Risk Part 1 YouTube
  5. AI Risk Part 2 YouTube
  6. AI Risk Part 3 YouTube
  7. AI Risk Part 4 YouTube

Week 2

  1. Robustness Part 1 YouTube
  2. Robustness Part 2 YouTube
  3. Robustness Hands-On YouTube
  4. RLHF YouTube
  5. AI Alignment YouTube
  6. Transformers Part 1 YouTube
  7. Transformers Part 2 YouTube
  8. Hugging face YouTube

Week 3

  1. Unlearning YouTube
  2. Approximate unlearning YouTube
  3. Evaluation of Unlearning and Graph Unlearning Part 1 YouTube
  4. Evaluation of Unlearning and Graph Unlearning Part 2 YouTube
  5. Representation Engineering - Hands on YouTube
  6. Introduction to ML Part 1 YouTube
  7. Introduction to ML Part 2 YouTube
  8. Basics of Neural Networks & PyTorch Part 1 YouTube
  9. Basics of Neural Networks & PyTorch Part 2 YouTube
  10. PyTorch - Basic Workflow YouTube
  11. PyTorch - Classification YouTube

Week 4

  1. Bias - I YouTube
  2. Bias - II YouTube
  3. Source of Bias YouTube
  4. Bias-Handson YouTube

Week 5

  1. Bias - III YouTube
  2. Bias - IV YouTube
  3. Bias in VLM's YouTube
  4. Bias Handon Part 1 YouTube
  5. Bias Handson Part 2 YouTube

Week 6

  1. Data Privacy YouTube
  2. Differential Privacy YouTube

Week 7

  1. Approximate Differential Privacy YouTube
  2. Exponential Mechanism YouTube
  3. Fairness in Machine Learning YouTube

Week 8

  1. Interpretability - I YouTube
  2. Interpretability - II YouTube
  3. Interpretability Hands-on - Part 1 YouTube
  4. Interpretability Hands-on - Part 2 YouTube

Week 9

  1. AI Policies, Regulations, AGI - Part 1 YouTube
  2. AI Policies, Regulations, AGI - Part 2 YouTube
  3. AI Policies, Regulations, AGI - Part 3 YouTube

Week 10

  1. AI Policies, AGI with Prof. David Krueger - Part 1 YouTube
  2. AI Policies, AGI with Prof. David Krueger - Part 2 YouTube

Week 11

  1. Finetuning and Jailbreaking: Hands-on YouTube
  2. AI Governance YouTube
  3. Research Overview: SaGE- Quantifying moral consistency in LLMs YouTube

Week 12

  1. Research Overview: Higher Order Structures for Graph Explanations YouTube
  2. Research Overview: Representation Surgery YouTube
  3. Summary - Part 1 YouTube

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

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
Licence
CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
Attribution
NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge. Coordinated by IIT Madras.
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