| Course Name: | UGC Sponsored Two-Week Online Refresher Course on "Artificial Intelligence" |
| Course Image | No Image |
| Introduction: | Artificial Intelligence is a computing concept that helps a machine think and solve complex problems as we humans do with our intelligence. For example, we perform a task, make mistakes and learn from our mistakes (At least the wise ones of us do!). Likewise, an AI or Artificial Intelligence is supposed to work on a problem, make some mistakes in solving the problem and learn from the problems in a self-correcting manner as a part of its self-improvement. Or in other words, think of this like playing a game of chess. Every bad move you make reduces your chances of winning the game. So, every time you lose against your friend, you try remembering the moves you made which you shouldn’t have and apply that knowledge in your next game and so on. Eventually, you get better and your precision, or in this case probability of winning or solving a problem improves by a noteworthy extent. |
| Objectives: | Main Subject Contents: •Introduction to AI Basic Search Techniques • Heuristic Search Algorithms • Knowledge Engineering • Reinforcement Learning • Prolog and LISP • Genetic Algorithms • Artificial Neural Networks • Case Studies on AI • Deep Learning |
| Start Date: | 23. 05. 2022 |
| End Date: | 04. 06. 2022 |
| University/College: | JNTUH University College of Engineering Sultanpur, Sultanpur |
| About Instructor: | Dr. B.V. Ram Naresh Yadav Assoc. Professor, Dept. of CSE, JNTUH CES, Sultanpur, T.S. Dr B.V.Ram Naresh Yadav is working as a Associate Professor in the Department of CSE at JNTUHCES, Sultanpur a constituent college of JNTUH University, Hyderabad. He has 19 Years of Teaching Experience. He is Life member for ISTE Chapter, New Delhi. He held administrative responsibilities as Dy.Warden (Boys Hostel), J-hub, TEQIP-III and EDC Coordinator, Transportation Incharge, NSS Coordinator Unit – II at JNTUHCES, Sultanpur a constituent college of JNTUH University, Hyderabad. He attended 06 and conducted 06 Academic Staff College Orientation / Refresher Courses. He had attended 26 and conducted 17 National level workshops. His areas of Interest are Big Data, Natural language processing, Data warehousing and Data mining, Network security, Image processing. He Published 46 papers at various National level and International Conferences and Journals. He visited Bangkok To present a Paper on FCDM approach for feature reduction in intrusion detection organised by International Institute of Engineers, Bangkok, 20-04-2015 to 21-04-2015. |
| Weekly Plan: | All the courses are designed and structured to meet the aim of the course and the week-wise schedule will be given to the participants before commencement of the course. Two-week Online Refresher Course on “Artificial Intelligence” (23-05-2022 to 04-06-2022) I Week Topics: Introduction to AI, AI Techniques & its Applications , ANN, Convolution Neural Net Work, AI For SDG, Knowledge representation, AI Challenge and opportunities for societal development, Deep Learning, A practical approach for Teaching AI, Genetic Algorithms, Case Studies on AI, Search Strategies in AI, Types learning in AI& supporting programming languages I Week Topics: Applications of Machine Learning (Hands-on Session), N Semble Modeling Techniques, Advanced Deep Learning (Hands-on Session), Use cases of AI in agriculture, Development and deployment of machine learning models for imbalanced classification problems, Practical Approaches for ANN, Natural Language Processing, Applications in AI & Machine Learning, Practical Approaches for CNN, Deep Learning for NLP , Back-Propagation algorithm, Searching Techniques in AI and Evolutionary Computing Algorithms”, Teaching Learning Methodologies, Quiz, Valedictory. |
| Instructor Name: | Dr. B.V. Ram Naresh, Assoc. Professor, Dept. of CS\nUjwala Rekha, Associate Professor, JNTUH CEH\nDr G Kiran Kumar , Assistant Professor, Department\nK.G. Srinivas, Professor, Dept. of CSE, IIIT Raipu\nDr. K.P. Supreethi, Professor, JNTUH CEH, Hyderaba\nProf .M.L. Sai Kumar, Retd Professor & Former Dean\nDr. K. Morarjee, Dept. of CSE, CBIT\nProf. SRN Reddy, CSE Dept, IGDTUW, Kashmeregate, D\nDr. S. Viswanadha Raju, Professor, Dept. of CSE, J\nDr. C. Nagaraju, Professor, Dept. of CSE, Yogi Vem\nProf. Sandhya, VNR VJIET, Hyderabad\nKomuravelli mounika, Asst.prof(c), Cse department,\nDr. Rupesh Mishra, Assistant Professor, Dept. of C\nDr. D. Laxmi, Associate Professor, Dept. of CSE, V\nDr G Madhu, Professor, Dept. of Information Techn\nDr. Sowmya B J, Faculty at Dept. Of CSE, MSRIT\nDr. C. M. Sharma, IOE Fellow, IIT Delhi\nMahankali Surya Tej, Software Developer, Hyderabad\nDr D Srinivasa Rao, Associate Professor VNRVJIET H\nDr. D. Kranthi Kiran, Dept. of CSE, JNTUH CEJ, Jag\npradeepthi duggaraju, Software Developer, Hyderaba\nProf. K. Hima Bindu, Professor & HoD, Dept. of CSE\nProf. Kamakshi Prasad, Dept. of CSE, JNTUH CEH, Hy\nRajeev Kachara, CEO, Rks Brainstorm.\n |
| Instructors Photo | No Image |
| Certification: | The certificates will be issued to the participants on successful completion of the courses meeting the norms such as attendance for all the sessions, completion of assignments and submission of mini project reports and online tests. |
| Duration In Weeks: | 2 Weeks |
| Instructors Photo: | 2 Weeks |
| Assessment Plan Method: | 1. Multiple Choice Objective Test 2. Evaluation of Project Report 3. Attendance 4. Assignments |
| Language: | English |
| Course Style: | Instructor-led |
| Length Hours Per Week: | 36 hours per week |
| Level: | Advance |