Workshop on DMD and Optimization for AI, Data Science and Control Applications 2018

 
18th of June to 19th of June 2018
Centre for Computational Engineering and Networking (CEN),
Amrita Vishwa Vidyapeetham.

About DMD and Optimization for AI, Data Science and Control Applications 2018

Generally people think that AI and Data Science is a mix of statistical methods and Computer Science. But truth lies light years away from this popular notion. AI and data Science is now galloping by synthesizing ideas from many domains such as biology, neuro-science Psychology , Linguistics and Fluid Dynamics, taking humanity to a new era of civilization which tries to invade the vast ocean of space beyond our solar system.

For example Dynamic Mode decomposition is a method originated in Fluid dynamics and is now emerging as a powerful tool for spatio-temporal data Analytics and also as a tool for control of complex Non-linear dynamical systems.

With the advancement in Computational Sciences and novel measurement technologies, it is now possible to arrive at governing partial differential equations of dynamical systems from the data alone.

This workshop aims to expose the budding AI engineers into these topics. We are conducting this because of the demand from many industries for AI and Computationally enabled Engineers.

The primary target audience of the workshop is MTech/M.Sc students, research scholars and faculty. We hope to have an interactive session, with a free exchange of ideas, views and comments. Please fill all the required details during registration. For more queries, please contact prem.jb[at]gmail.com, sajithvariyar613[at]gmail.com

Speakers

  1. Prof. Soman KP
  2. Prof. EA Gopalakrishnan
  3. Prof. Vijay Krishna Menon
  4. Prof. Sowmya V
  5. Mr. Sajith Variyar V. V.
  6. Mr. Premjith B.
  7. Mr. Sachin kumar S
  8. Neethu Mohan
  9. Nidhin Prabhakar T V

 Program Schedule

Venue: CEN, Amrita School of Engineering Coimbatore, Amrita Vishwa Vidyapeetham

0n 18th and 19th

Topics : Contents from DMD book

Text books

  1. Fundamentals Linear Algebra and Optimization
  2. Introduction to Proper Orthogonal Mode Decomposition
  3. Dynamic Mode Decomposition
  4. Fluid Dynamics
  5. Koopman Analysis
  6. Video Processing
  7. Multiresolution DMD
  8. DMD with Control
  9. Delay Coordinates, ERA, and Hidden Markov Models
  10. Noise and Power
  11. Sparsity and DMD
  12. DMD on Nonlinear Observables
  13. Epidemiology
  14. Neuroscience
  15. Financial Trading


Registration

Call for papers - Deep learning for Security Applications as part of ICACCI'18 and SSCC'18

All accepted papers will be published by Springer in Communications in Computer and Information Science Series(CCIS), ISSN: 1865:0929. The proceedings will be available via the SpringerLink digital library. CCIS is abstracted/indexed in DBLP, Google Scholar, EI-Compendex, Mathematical Reviews, SCImago and Scopus. CCIS volumes are also submitted for the inclusion in ISI Proceedings. The current SCImago Journal Rank (SJR) of CCIS is 0.162 (H Index 29).

Shared task on Detecting Malicious Domain names (DMD 2018) conducted by Cybersecurity group at CEN

Shared task on Indian Native Language Identification here

Shared task on Information Extractor for Conversational Systems in Indian Languages here

Recent Talks given by CEN faculties

CEN Alumnus

Academics at CEN

For earlier workshops conducted by CEN click here

Books published from CEN on Signal processing and Machine learning
  1. Dr. K.P. Soman, Prabaharan Poornachandran, Sachin Kumar S and Neethu Mohan, "Convex Optimization based Signal Processing for IOT." [Upcoming Book]

  2. Dr. K.P. Soman and Dr. Ramachandran K.I, "Insight into Wavelets From Theory to Practice.", Prentice-Hall India 2004.

  3. Dr. K.P. Soman, Shyam Diwakar, Ajay V., "Insight into Data Mining From Theory to Practice.", Prentice-Hall India, 2006.

  4. Dr. K.P. Soman, Ajay. V, Loganathan R., "Machine Learning with SVM and other Kernel Methods.",Prentice-Hall India, 2009.

  5. Dr. K.P.Soman, and Ramanthan, "Digital signal and Image Processing-The Sparse Way." Elsevier Publications, 2012.

  6. Dr. Deepa G., Dr. Krishnan Namboodiri, "Bioinformatics: Sequential and Structural Analysis.", Narosa Publications.

  7. Dr. K.I Ramachandran., Dr. Deepa, Dr. Krishnan Namboori, "Computational Chemistry and Molecular Modelling." -Springer international.

  8. "Fractals for Everyone." Online version: http://cen.amritafoss.org/downloads/ (link is external) Manu Unni, Praveen Krishnan, Dr. K. P. Soman.
Text books


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