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Course10610684940 lectures

Artificial Intelligence (AI) for Management

Prof. Saji K Mathew · IIT Madras

Start with lecture 1 At NPTEL

Lectures

Week 1

  1. AI in Business: Milestones, Applications, and Organizational Challenges - 1 Video
  2. AI in Business: Milestones, Applications, and Organizational Challenges - 2 Video
  3. AI in Business: Milestones, Applications, and Organizational Challenges - 3 Video
  4. Case of AI Development: OpenAI and Industry Adoption Video
  5. Case of AI for Social Impact : e-Paarvai in Healthcare Video

Week 2

  1. Machine Learning (ML) Fundamentals: Modeling and Testing Video
  2. Artificial neural networks - 1 Video
  3. Artificial neural networks - 2 Video
  4. ANN for Stock Market Application Video

Week 3

  1. Digital Business Strategy: Enterprise systems to Ecosystems - 1 Video
  2. Digital Business Strategy: Enterprise systems to Ecosystems - 2 Video
  3. AI-Driven Business Models and Platforms Video

Week 4

  1. AI-Driven Business Models and Global Platform Strategy: The Bytedance Case Video
  2. Industry Lecture - Strategies for future of work in management Video

Week 5

  1. Business Value of AI: Strategic, Capability, and Value-Creation Perspectives Video
  2. Business Value of AI: A Case in Point Video
  3. Vibe Coding Video
  4. Vibe Coding Demo Video

Week 6

  1. Business Value of AI: Measuring What Matters (Part 1) Video
  2. Business Value of AI: Measuring What Matters (Part 2) Video

Week 7

  1. Algorithmic Decision Making - 1 Video
  2. Algorithmic Decision Making - 2 Video
  3. Machine Bias: Root Cause, Examples, & Cognitive Biases in Data Video
  4. AI for Decision-Making: Interpretability and Explainability Video
  5. Interpretability, Explainability, and the Black Box Problem in AI Video

Week 8

  1. Introduction to RNN and LSTM - 1 Video
  2. Introduction to RNN and LSTM - 2 Video
  3. Advances in ANN - 1 Video
  4. Advances in ANN - 2 Video

Week 9

  1. AI Risk: Sources Video
  2. AI Risk and Bias: Sources, Examples, & Control Mechanisms Video
  3. The Dark Side of AI: Manifested Risks and the Alignment Problem Video

Week 10

  1. Case: AI for VA Video
  2. Prompt Engineering Video

Week 11

  1. Responsible AI: An Introduction Video
  2. Case - Responsible AI: Silenced No More! Video
  3. AI & Fairness Video

Week 12

  1. Responsible AI: Principles, Governance and Regulation Video
  2. Responsible AI: Principles, Governance and Regulation part 2 Video
  3. Building AI Systems Responsibly Video

Syllabus and materials

At NPTEL, as the course publishes them.

Credits and licence

Institution
IIT Madras
Department
Computer Science and Engineering
Teacher
Prof. Saji K Mathew
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.
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