Algorithms for Artificial Intelligence Seminar

Algorithms for AI Seminar

1. School of Computer Science Building A Smarter World Algorithms for AI

2. Algorithms for AI : Career Opportunities and Responsibilities Prof. (Dr.) Hanumat Sastry G Professor & Associate Dean School of Computer Science University of Petroleum and Energy Studies National Symposium on Towards an AI Enabled Society : Opportunities & Responsibilities (22 nd and 23 rd Feb 2024) DST-SERB Sponsored Department of Computer Science & Technology

3. Table of Content Artificial Intelligence AI Types AI Problems Optimization AI Development Major Components Computational Intelligence Taxonomy of Optimization Methods Algorithm Algorithms for AI AI Algorithm Development Process AI Algorithm’s Evaluation Parameters AI Algorithm Recent Issues AI Algorithm Recent Trends AI Career Opportunities AI Skills

4. Artificial Intelligence “AI is the science and engineering of making intelligent machines, especially intelligent computer programs." - Alan Turing Algorithms for AI

5. AI- Types Algorithms for AI

6. Optimization Problems Decision Problems Learning Problems Supervised Un-supervised Semi-Supervised Reinforcement Natural Language Processing Problems Computer Vision Problems Planning and Decision-Making Problems Learning Discovering Reasoning AI-Problems Algorithms for AI

7. Optimization refers to maximizing or minimizing a particular function by exploring the solutions in a guided manner. Given a search space S together with its feasible part , find such that – Minimization.   Algorithms for AI Optimization

8. AI Development – Major Components Algorithms for AI

9. Algorithms for AI Computational Intelligence

10. Taxonomy of optimization methods Algorithms for AI

11. A sequence of unambiguous instructions for solving a problem, i.e. for obtaining the required output for any legitimate input in a finite amount of time. An algorithm in artificial intelligence (AI) refers to a systematic set of computational rules or procedures designed to enable machines to perform specific tasks or solve particular problems. Algorithm Algorithms for AI

12. Algorithms – AI Systems Algorithms for AI

13. Algorithms for AI Algorithms for AI

14. Algorithms for AI

15. AI Algorithm Development Process Algorithms for AI

16. Algorithms for AI Algorithm Evaluation Parameters

17. Fairness Accountability Transparency Ethics Bias Privacy Socio Economical Concerns AI Algorithms - FATE Algorithms for AI

18. Algorithms for AI AI Algorithms – Recent Issues

19. Intellectual Property Data Privacy and Securing Discrimination Product Liability Trust Identification AI - Key Questions of Regulatory Aspects Algorithms for AI

20. AI Algorithms – Recent Trends Algorithms for AI

21. Algorithms for AI AI – Career Opportunities

22. Algorithms for AI AI - Skills

23. Algorithms for AI

24. Algorithms for AI

25. Algorithms for AI

26. Questions? Discussions Algorithms for AI

27. Thanks! Prof. (Dr.) Hanumat Sastry G Professor & Associate Dean School of Computer Science University of Petroleum and Energy Studies [phone] [email protected] Algorithms for AI