Expert Lectures Delivered

• Expert lectures on "Web page creation and hosting" during the professional course "Internet Technology and Workshop" organized at S. V. R. College of Engg. & Tech., Surat during 20/07/98 to 24/07/98

• Expert lectures on "CGI programming using Perl" during the professional course "Internet Technology and Workshop" organized at S. V. R. College of Engg. & Tech., Surat during 20/07/98 to 24/07/98

• Expert lectures on "CGI programming using Java Script" during the professional course "Internet Technology and Workshop" organized at S. V. R. College of Engg. & Tech., Surat during 20/07/98 to 24/07/98

• Expert lectures on "Web page creation and hosting" during the ISTE/AICTE short term training program on "INTERNET UNLEASHED" organized by Department of Electronics (Computer) Engineering, S. V. R. College of Engg. & Tech., Surat during 15/3/1999 to 27/3/1999

• Expert lectures on "CGI programming using Perl" during the ISTE/AICTE short term training program on "INTERNET UNLEASHED" organized by Department of Electronics (Computer) Engineering, S. V. R. College of Engg. & Tech., Surat during 15/3/1999 to 27/3/1999

• Expert lectures on "CGI programming using Java Script" during the ISTE/AICTE short term training program on "INTERNET UNLEASHED" organized by Department of Electronics (Computer) Engineering, S. V. R. College of Engg. & Tech., Surat during 15/3/1999 to 27/3/1999

• Guest lecture on "Application of Artificial Neural Networks and Genetic Algorithm" at STTP on "Artificial Intelligence: A Modern Approach" sanctioned by ISTE-AICTE and organized by Computer Engineering Department, Sarvajanik College of Engineering & Technology, Surat on May 4, 2005. Talk title: "Data Association for Multiple Target Tracking: An Optimization Approach"

• "Introduction to Neural Network" at STTP on "AI and Soft Computing" sanctioned by ISTE and organized by G H Patel College of Engineering and Technology, Vallabh Vidyanagar, on July 4, 2006.

• "Application of Neural Network and Genetic Algorithm" at STTP on "AI and Soft Computing" sanctioned by ISTE and organized by G H Patel College of Engineering and Technology, Vallabh Vidyanagar, on July 4, 2006.

• Guest Lecture on "Image Processing" at C. K. Pithawalla College of Engineering & Technology, Surat on Sept 15, 2006 (on Engineers' Day celebration).

• "Data Association for Multiple Target Tracking: An Optimization Approach" at TEQIP-ISTE short term training program on Application Orientation in Engineering Mathematics & Mathematical Modeling at SVNIT on 30/12/06.

• "HTML & CSS" during two days (17-18 March, 2007) workshop on "Web designing with HTML/DHTML" at C. K. Pithawalla College of Engineering & Technology, Surat on March 17, 2007.

• "Encryption Standards" at ISEAP & TEQIP sponsored one week short term training program (19-24 March,2007) on "Information Security" 2007 at SVNIT on 20th March, 2007.

• "Mobility Management & Resource Management" during ISTE approved short term training program (21-26 May, 2007) on "Emerging Trends in Mobile Computing & Security" at Sankalchand Patel College of Engineering, Visnagar on May 21, 2007.

• "Mobile Client-Server Computing" during ISTE approved short term training program (21-26 May, 2007) on "Emerging Trends in Mobile Computing & Security" at Sankalchand Patel College of Engineering, Visnagar on May 21, 2007.

• "Video Compression" during Short Term Training Programme on Image, Audio and Video Data Compression (January 7-18) at K. J. Somaiya Institute of Engineering and Information Technology, Sion, Mumbai, on January 11, 2008

• Invited talk on "Hybrid Search Techniques for Motion Estimation" during First Biennial National Conference on Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG) 2008 (January 11-13) at DAIICT, Gandhinagar on January 12, 2008.

• "Image Processing: Introduction" during two days workshop on Image Processing organized by Computer Engineering Department, SVNIT and Drishti Technical Club and TEQIP, SVNIT at SVNIT during 12-13 April 2008.

• "Image Enhancement" during two days workshop on Image Processing organized by Computer Engineering Department, SVNIT and Drishti Technical Club and TEQIP, SVNIT at SVNIT during 12-13 April 2008.

• "Data Compression" during short term training programme on "Recent Trends & Techniques in Image Processing" at U. V. Patel College of Engineering, Ganpat University, Mehasana on May 27, 2008.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during AICTE Sponsored STTP on Advanced Engineering Optimization through Intelligent Techniques (June 16-20, 2008) organized by Mechanical Engineering Department, SVNIT, Surat on June 17, 2008.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during AICTE Sponsored STTP on Advanced Engineering Optimization through Intelligent Techniques (June 30- July 4, 2008) organized by Mechanical Engineering Department, SVNIT, Surat on July 1, 2008.

• Invited talk on "Machine Learning" during National Conference on "Emerging Trends in Computer Technology" at Sarvajanik College of Engineering & Technology, Surat on June 26, 2008.

• "Image Enhancement" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Image Formation and Photometric Stereo" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Data Compression" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Machine Learning" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Markov Random Field" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Shape from Shading" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Optical Flow" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Wavelet Based Target Detection and Tracking: Application" during one week AICTE STTP on Computer Vision and Image Processing (CVIP 2008) during July 7-11, 2008 at SVNIT, Surat.

• "Soft Computing Techniques in Image & Video Processing" during Workshop on Advances in Image and Video Processing at A. D. Patel Institute of Technology, V. V. Nagar on September 6, 2008.

• "Soft Computing in Image & Video Processing" during AICTE Sponsored Staff Development Programme on Applications of Mathematical Sciences and Soft Computing (8-12 December 2008) organized by Applied Sciences and Humanities Department, SVNIT, Surat on December 11, 2008.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during AICTE Sponsored One Week STTP on Advanced Engineering Optimization through Intelligent Techniques December 22-26, 2008 organized by Mechanical Engineering Department, SVNIT, Surat on December 23, 2008.

• "Expectation-Maximization Algorithm" during AICTE Sponsored Staff Development Programme on Machine Learning and Soft Computing Techniques (MLSC 2008) December 29, 2008 - January 2, 2009 organized by Computer Engineering Department, SVNIT, Surat.

• "Hidden Markov Models" during AICTE Sponsored Staff Development Programme on Machine Learning and Soft Computing Techniques (MLSC 2008) December 29, 2008 - January 2, 2009 organized by Computer Engineering Department, SVNIT, Surat.

• "Hypotheses Testing and Significance Test" during AICTE Sponsored Staff Development Programme on Machine Learning and Soft Computing Techniques (MLSC 2008) December 29, 2008 - January 2, 2009 organized by Computer Engineering Department, SVNIT, Surat.

• "Machine Learning" during AICTE Sponsored Staff Development Programme on Machine Learning and Soft Computing Techniques (MLSC 2008) December 29, 2008 - January 2, 2009 organized by Computer Engineering Department, SVNIT, Surat.

• "Neural Network and Genetic Algorithm: Tracking Application" during AICTE Sponsored Staff Development Programme on Machine Learning and Soft Computing Techniques (MLSC 2008) December 29, 2008 - January 2, 2009 organized by Computer Engineering Department, SVNIT, Surat.

• "Soft Computing in Image & Video Processing" during AICTE Sponsored Staff Development Programme on Machine Learning and Soft Computing Techniques (MLSC 2008) December 29, 2008 - January 2, 2009 organized by Computer Engineering Department, SVNIT, Surat.

• "Artificial Neural Network" during AICTE Short Term Training Programme on Approaches & Practices in Urban Transportation Planning (APUTP-09) (5-9 January 2009) organized by Civil Engineering Department, SVNIT, Surat on January 7, 2009.

• "Machine Learning" during MHRD, Govt. of India sponsored refresher course on Machine Learning and Soft Computing (May 18-30, 2009) organized by Department of Computer Science & Engineering, National Institute of Technology Warangal - 506 004 on 18 May 2009.

• "Hidden Markov Model" during MHRD, Govt. of India sponsored refresher course on Machine Learning and Soft Computing (May 18-30, 2009) organized by Department of Computer Science & Engineering, National Institute of Technology Warangal - 506 004 on 18 May 2009.

• "EM Algorithm, Neural Network and its application" during MHRD, Govt. of India sponsored refresher course on Machine Learning and Soft Computing (May 18-30, 2009) organized by Department of Computer Science & Engineering, National Institute of Technology Warangal - 506 004 on 19 May 2009.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during AICTE sponsored staff development programme on Advanced Engineering Optimization through Intelligent Techniques (July 13-17, 2009) organized by Mechanical Engineering. Department SVNIT Surat on July 13, 2009.

• Invited talk on "Machine Learning" during A Multi-disciplinary National Conference on Emerging Vistas of Technology in 21st Century, 11-12 September, 2009 organized by Parul Institute of Engineering & Technology, Waghodia, Vadodara on 11 September, 2009.

• "Soft Computing Techniques: Neural Network" at AICTE Short Term Training Programme on Recent Trends in Urban Transportation Planning October 5-9, 2009 organized by Civil Engineering Department, SVNIT, Surat on October 6, 2009.

• "Soft Computing Techniques: Neural Networks" at IEEE Gujarat section sponsored one day workshop on Advanced Robotics: Autonomous Mobile Robots using Neuro Fuzzy Techniques organized by Sarvajanik College of Engineering and Technology, Surat on October 11, 2009.

• "Soft Computing Techniques: Fuzzy Logic and Neuro-Fuzzy Computing" at IEEE Gujarat section sponsored one day workshop on Advanced Robotics: Autonomous Mobile Robots using Neuro Fuzzy Techniques organized by Sarvajanik College of Engineering and Technology, Surat on October 11, 2009.

• "Data (Image/Video) Compression" at Short Term Training Program on Emerging Research Areas in Image Processing at LDRP Institute of Technology & Research, Gandhinagar November 30 - December 4, 2009 on 30 November, 2009.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during AICTE Sponsored STTP on Advanced Engineering Optimization through Intelligent Techniques, 14-18 December, 2009, organized by Mechanical Engineering Department, SVNIT, Surat on 14 December, 2009.

• "Introduction to Data Structures" during AICTE Sponsored Short Term Training Program on Advances in Data Structures, 14-18 December 2009, organized by Computer Engineering Department, SVNIT, Surat, 14 December, 2009.

• "Hypotheses Testing: Detection and Tracking Application" during AICTE Sponsored Staff Development Program on Mathematical Applications in Real World Problems, 14-18 December 2009, organized by Department of Applied Mathematics & Humanities, SVNIT, Surat on 15 December 2009.

• "Standard Template Library (STL)" during AICTE Sponsored Short Term Training Program on Advances in Data Structures, 14-18 December 2009, organized by Computer Engineering Department, SVNIT, Surat, 17 December, 2009.

• "Application of Data Structures" during during AICTE Sponsored Short Term Training Program on Advances in Data Structures, 14-18 December 2009, organized by Computer Engineering Department, SVNIT, Surat, on 18 December, 2009.

• "Data Association for Multiple Target Tracking: An Optimization Approach" during AICTE Sponsored STTP on Mathematical Modeling and Simulation, December 21-25 2009, organized by Department of Applied Mathematics & Humanities SVNIT, Surat on 21 December, 2009.

• "Data Association for Multiple Target Tracking: As Data Mining Application" during AICTE Sponsored STTP on Data Warehousing and Data Mining, December 28 2009 – January 1 2010, organized by Department of Applied Mathematics & Humanities, SVNIT, Surat on 30 December 2009.

• "Dynamic Programming" during AICTE Sponsored Short Term Training Program on Analysis and Design of Algorithms, 4-8 January 2010, organized by Computer Engineering Department, SVNIT, Surat, 5 January 2010.

• "Polynomials and FFT" during AICTE Sponsored Short Term Training Program on Analysis and Design of Algorithms, 4-8 January 2010, organized by Computer Engineering Department, SVNIT, Surat, 6 January 2010.

• "Hypotheses Testing: Detection and Tracking Application" during AICTE sponsored STTP on Data Mining: Techniques and Applications organized by Computer Engineering Department, SVNIT, Surat, 8-12 February 2010 on 12 February 2010.

• "Stochastic Image Processing" during ISTE approved STTP on Trends in Image and Video Processing (27 April - 1 May, 2010) organized by Electronics & Communication Engineering Department, Parul Institute of Engineering & Technology, Waghodia, Vadodara on April 30, 2010.

• "Localization in Wireless Sensor Network" during AICTE sponsored staff development programme on Wireless Networks & Emerging Research Areas (June 7-11, 2010) organized by Computer Engineering & Information Technology Department, U V Patel College of Engineering, Mehasana on June 11, 2010.

• "Support Vector Machine" during GUJCOST and IEEE Gujarat Section Sponsored STTP on Soft Computing (August 9-13, 2010) organized by LDRP Institute of Technology & Research, Gandhinagar on August 11, 2010.

• "Reactive Navigation of Autonomous Mobile Robot using Neuro-Fuzzy System" during Indo-Russian Joint Workshop on Computational Intelligence and Modern Heuristics in Automation and Robotics (September 20-22, 2010) organized by Mechanical Engineering Department, Sardar Vallabhbhai National Institute of Technology - Surat on September 20, 2010.

• "Graph: Advanced Data Structure" at Chhotubhai Gopalbhai Patel Institute of Technology, Maliba Campus, Gopal Vidyanagar, Bardoli on September 25, 2010.

• "Theory of Computer Science: Introduction" at Shrimad Rajchandra Institute of Management & Computer Application, Maliba Campus, Gopal Vidyanagar, Bardoli on September 25, 2010.

• "Support Vector Machine" at STTP on Soft Computing during 9 - 13 August 2010, organized by LDRP Institute of Technology & Research, Gandhinagar on 11 August 2010.

• "Estimation Theory in Signal Processing" during ISTE approved STTP on Advanced Signal and Image Processing, 27 December 2010 - 1 January 2011 organized by E & C Engineering Branch, Department of Electrical Engineering, Institute of Technology, Nirma University, Gandhinagar on 29 December, 2010.

• "Video Compression" during ISTE approved STTP on Advanced Signal and Image Processing, 27 December 2010 - 1 January 2011 organized by E & C Engineering Branch, Department of Electrical Engineering, Institute of Technology, Nirma University, Gandhinagar on 29 December, 2010.

• "Localization in Wireless Sensor Network" during A Two days seminar on Wireless Sensor Networks: Security Issues and Applications, Jan 12-13, 2011 under the Information Security Education and Awareness Programme, DIT, GoI organized by Computer Engineering Department, SVNIT, Surat on 12 Jan 2011.

• "Sensors: Modeling and Management" at Two days seminar on Wireless Sensor Networks: Security Issues and Applications, during Jan 12-13, 2011 under the Information Security Education and Awareness Programme, DIT, GoI organized by Computer Engineering Department, SVNIT, Surat on 12 Jan 2011.

• "Parameter Estimation" at Two days seminar on Wireless Sensor Networks: Security Issues and Applications, during Jan 12-13, 2011 under the Information Security Education and Awareness Programme, DIT, GoI organized by Computer Engineering Department, SVNIT, Surat on 12 Jan 2011.

• "Estimation Theory in Signal Processing" at National Workshop on Digital Signal Processing & It's Applications during 12 - 13 March 2011 organized by S K Patel Institute of Management & Computer Studies Kadi Campus, Gandhinagar on 12 March 2011.

• "Artificial Intelligence: Soft Computing Techniques" at One Day Symposium on Topics in Artificial Intelligence, 3 April 2011 organized by Dhirubhai Ambani Institute of Information and Communication Technology, Gandhinagar, Gujarat.

• "Machine Learning" at One Day Symposium on Topics in Artificial Intelligence, 3 April 2011 organized by Dhirubhai Ambani Institute of Information and Communication Technology, Gandhinagar, Gujarat.

• "Research Methodology: Defining Research Problems" at State Workshop on Research Methodology organized by Shree Ram Krishna Institute of Computer Education & Applied Sciences, Surat on 4 April 2011.

• "Localization in Wireless Sensor Network" at National Conference on Recent Trends in Engineering & Technology (NCRTET-2011), 13-14 May 2011 organized by BVM Engineering College Vallabh Vidyanagar Gujarat on 13 May 2011.

• "Video Compression" at One week STTP on Recent Trends in Image Processing, 5-9 July 2011, organized by Department of Electronics Engineering, Atmiya Institute of Technology & Science, Rajkot on 6 July 2011.

• "Video Compression" at AICTE sponsored two Week Staff development programme on Recent Advances in Speech, Image and Video Processing, 12-23 December, 2011, organized by Department of Electronics and Telecommunication Engineering, SGGS Institute of Engineering and Technology, Vishnupuri, Nanded on 20 December, 2011.

• "Research Methodology: Defining Research Problems" at AICTE sponsored two Week Staff development programme on Recent Advances in Speech, Image and Video Processing, 12-23 December, 2011, organized by Department of Electronics and Telecommunication Engineering, SGGS Institute of Engineering and Technology, Vishnupuri, Nanded on 20 December, 2011.

• "Localization in Wireless Sensor Network" at STTP on Imminent Mobile Computing, 21-25 December 2011, organized by Computer Science & IT Engineering Department, B. H. Gardi College of Engineering & Technology, Rajkot on 23 December 2011.

• "Machine Learning" at 14th International Conference of International Academy of Physical Sciences (CONIAPS-XIV) on Physical Sciences Interface With Humanity, December 22-24, 2011 organized by S. V. National Institute of Technology Surat on 24 December 2011.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (02-06 January, 2012) organized by Mechanical Engineering Department, SVNIT, Surat on January 2, 2012.

• "Stochastic Image Processing" at International Conference on Innovations and Trends in Applied Computing (ITAC 2012), 1-3 February, 2012, organized by Yeshwantrao Chavan College of Engineering, Nagpur on 3 February 2012.

• "Soft Computing and its Application" during One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (14-18 May, 2012) organized by Mechanical Engineering Department, SVNIT, Surat on May 14, 2012.

• "Stochastic Image Processing" at Electronics Engineering Department, BVM College of Engineering organized by local chapter of the Institution of Engineers (India), Vallabh Vidyanagar on July 5, 2012.

• "Soft Computing and its Application" at Computer Engineering Department, Shri G. S. Institute of Technology & Science, Indor on September 1, 2012.

• "Wireless Cellular Network" at Computer Engineering Department, Chhotubhai Gopalbhai Patel Institute of Technology, Maliba Campus, Gopal Vidyanagar, Bardoli on September 22, 2012.

• "Image Processing in Frequency Domain" at Computer Engineering Department, Chhotubhai Gopalbhai Patel Institute of Technology, Maliba Campus, Gopal Vidyanagar, Bardoli on September 22, 2012.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (7-11 January 2013) organized by Mechanical Engineering Department, SVNIT, Surat on 7 January 2013.

• "Hypotheses Testing: Detection and Tracking Application" during 7-11 January 2013 ISTE Sponsored STTP on Advanced Image Acquisition, Processing and Applications organized by Department of Electronics & Telecommunications Xavier Institute of Engineering, Mahim, Mumbai - 400016 on 10 January 2013.

• "Optimization using Neural Network and Genetic Algorithm: Multi Target Tracking (MTT) Application" during 7-11 January 2013 ISTE Sponsored STTP on Advanced Image Acquisition, Processing and Applications organized by Department of Electronics & Telecommunications Xavier Institute of Engineering, Mahim, Mumbai - 400016 on 10 January 2013.

• "Video Compression" for B.Tech. students at Charotar University of Science and Technology (CHARUSAT), Changa, Gujarat on 13 March, 2013.

• "Localization in Wireless Sensor Network" for M.Tech. students at Charotar University of Science and Technology (CHARUSAT), Changa, Gujarat on 13 March, 2013.

• "Introduction to Neural Network" at M.Tech. in Computer Engineering Uka Tarsadia University, Maliba Campus, Gopal Vidyanagar, Bardoli-Mahuva road, Gujarat on 15 March, 2013.

• "Image Processing" at Masters in Computer Applications, Uka Tarsadia University, Maliba Campus, Gopal Vidyanagar, Bardoli-Mahuva road, Gujarat on 15 March, 2013.

• "Soft Computing" during One day Workshop on Introduction to Soft Computing on 16 March 2013 organized by IEEE student branch, Electronics and Communication Engineering Department, Sarvajanik College of Engineering and Technology, Surat.

• "Hypotheses Testing: Detection and Tracking Application" during ISTE-SRM sponsored one week STTP on Application of Mathematics in Real World Problems during 18-22 March 2013, organized by Department of Applied Mathematics & Humanities SVNIT, Surat on March 19, 2013.

• "Neural Network Learning Algorithms and Support Vector Machine" at M.Tech. in Computer Engineering Uka Tarsadia University, Maliba Campus, Gopal Vidyanagar, Bardoli-Mahuva road, Gujarat on 6 April, 2013.

• "Data Structures, Algorithm Design and their Applications" at Masters in Computer Applications, Uka Tarsadia University, Maliba Campus, Gopal Vidyanagar, Bardoli-Mahuva road, Gujarat on 6 April, 2013.

• "Localization in Wireless Sensor Network" at Short Term Training Programme on Wireless Sensor Networks: Applications and Security Issues (WSNASI) during May 20-24, 2013 under TEQIP-II organized Computer Engineering Department, SVNIT, Surat on 21 May 2013.

• "Routing in Adhoc Wireless Network" at Short Term Training Programme on Wireless Sensor Networks: Applications and Security Issues (WSNASI) during May 20-24, 2013 under TEQIP-II organized Computer Engineering Department, SVNIT, Surat on 23 May 2013.

• "Machine Learning" at One week STTP on Machine Learning (ML2013) under TEQIP-II during 17-21 June, 2013 organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat on 17 June 2013.

• "Parameter Estimation" at One week STTP on Machine Learning (ML2013) under TEQIP-II during 17-21 June, 2013 organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat on 17 June 2013.

• "Introduction to Neural Network" at One Week STTP on Machine Learning 17-21 June, 2013 under TEQIP-II organized by Department of Computer Engineering, SVNIT, Surat on June 19, 2013.

• "Optimization using Neural Network and Genetic Algorithm: Multi Target Tracking (MTT) Application" at One Week TEQIP-II STTP on Machine Learning 17-21 June, 2013 organized by Department of Computer Engineering, SVNIT, Surat on June 21, 2013.

• "Artificial Neural Network" at One Week STTP on Computational Methods in Engineering 24-28 June, 2013 under TEQIP-II organized by Department of Civil Engineering, SVNIT, Surat on June 26, 2013.

• "Application of Neural Network: Data Association for Multi Target Tracking" at One Week National Level STTP on Recent Trends in Computational Intelligence 01-05 July, 2013 organized by Department of Computer Engineering, A. D. Patel Institute of Technology, New Vallabh Vidyanagar on 2 July 2013.

• "Machine Learning and Support Vector Machine" at One week National Level STTP on Recent Trends in Computational Intelligence during 01-05 July, 2013 organized by Computer Engineering Department, A. D. Patel Institute of Technology, New Vallabh Vidyanagar on 2 July 2013.

• "Soft Computing Techniques and Parameter Estimation for Power System" at STTP on Applications of Evolutionary Computation Techniques in Power System under TEQIP-II during 8-12 July, 2013 organized by Electrical Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat on 11 July 2013.

• "Application of Neural Network and Genetic Algorithm: Data Association for Multi Target Tracking" at TEQIP-II sponsored STTP on Applications of Evolutionary Computation Techniques in Power System during 8-12 July, 2013 organized by Department of Electrical Engineering, SVNIT, Surat on 11 July 2013.

• "Hypotheses Testing and Parameter Estimation" at Workshop on Research scope & possibilities in Computational intelligence & data mining during 22-24 August 2013 organized by Computer Engineering Department, C S Patel Institute of Technology, Changa, Gujarat on August 22, 2013.

• "Optimization using Neural Network and Genetic Algorithm: Tracking Application" during One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (23-27 September 2013) organized by Mechanical Engineering Department, SVNIT, Surat on 23 September 2013.

• Invited Talk on "Emerging Trends in Image Processing: IDH Application" at 6th International Conference on Emerging Trends in Engineering & Technology (ICETET-2013) during December 16-18, 2013, organized by G. H. Raisoni College of Engineering, Nagpur, India on 18 December 2013.

• "Soft Computing and Neural Network Application" during 10th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (27-31 January, 2014) organized by Mechanical Engineering Department, SVNIT, Surat on January 27, 2014.

• "Hypothesis Testing" during One Week Short Term Training Programme on Mathematical, Statistical, Operation Research based Modelling and Simulation for Researchers, Engineers and Scientists (MSOMSRES) (27-31 January, 2014) under TEQIP II organized by Department of Applied Mathematics & Humanities, SVNIT, Surat on 29 January, 2014.

• "Localization in Wireless Sensor Network" at E & C Engineering Department, Nirma University, Gandhinagar on 17 February, 2014.

• "Soft Computing and Neural Network Application" during One Week STTP on Soft Computing Techniques (18-22 February, 2014) organized by Information Technology Department, University Institute of Technology, Rajiv Gandhi Proudyogiki Vishwavidyalaya, Bhopal on 18 February, 2014.

• "Soft Computing and Neural Network Application" during 11th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (24-28 March, 2014) organized by Mechanical Engineering Department, SVNIT, Surat on March 24, 2014.

• "Localization in Wireless Sensor Network" at One week STTP on Recent Trend in Communication, Computing and Networking during 19 - 23 May 2014 organized by ECE Department G H Patel College of Engg. & Tech., Vallabh Vidyanagar on 19 May 2014.

• "Machine Learning" at One Week STTP on Data Mining: Security and Privacy Issues under TEQIP-II during June 23-27, 2014 organized by Computer Engineering Department, SVNIT, Surat on 24 June 2014.

• "Hypotheses Testing" at One Week STTP on Data Mining: Security and Privacy Issues under TEQIP-II during June 23-27, 2014 organized by Computer Engineering Department, SVNIT, Surat on 24 June 2014.

• "Fundamentals of Signal Processing" at One week STTP on Audio and Speech Signal Processing (ASSP 2014) under TEQIP-II during 7-11 July, 2014 organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat on 7 July 2014.

• "Parameter Estimation" at One week STTP on Audio and Speech Signal Processing (ASSP 2014) under TEQIP-II during 7-11 July, 2014 organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat on 11 July 2014.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (22-26 September, 2014) organized by Mechanical Engineering Department, SVNIT, Surat on September 23, 2014.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (1-5 December, 2014) organized by Mechanical Engineering Department, SVNIT, Surat on December 2, 2014.

• "Soft Computing and Supervised Learning" during One Week STTP on Soft Computing (15-19 December, 2014) organized by Computer Science & Engineering Department, Barbaria Institute of Technology, Vadodara on December 15, 2014.

• "Unsupervised Learning Methods" during One Week STTP on Soft Computing (15-19 December, 2014) organized by Computer Science & Engineering Department, Barbaria Institute of Technology, Vadodara on December 15, 2014.

• "Dynamic Programming and its Applications" during TEQIP-II sponsored One Week STTP on Computer Algorithms and Applications (29 Dec 2014 - 2 Jan 2015) organized by Computer Engineering Department, BVM Engineering College, Vallabh Vidyanagar on December 30, 2014.

• "Image Processing" during ISTE sponsored Two days Faculty Development Programme on Digital Image Processing (21-22 February 2015) organized by Shrimad Rajchandra Institute of Management and Computer Application, Uka Tarsadia University, Bardoli on February 21, 2015.

• "Data (Image/Video) Compression" during ISTE sponsored Two days Faculty Development Programme on Digital Image Processing (21-22 February 2015) organized by Shrimad Rajchandra Institute of Management and Computer Application, Uka Tarsadia University, Bardoli on February 21, 2015.

• "Research Methodology: Defining Research Problems" during ISTE sponsored Two days Faculty Development Programme on Digital Image Processing (21-22 February 2015) organized by Shrimad Rajchandra Institute of Management and Computer Application, Uka Tarsadia University, Bardoli on February 21, 2015.

• "Stochastic Image Processing" during ISTE sponsored Two days Faculty Development Programme on Digital Image Processing (21-22 February 2015) organized by Shrimad Rajchandra Institute of Management and Computer Application, Uka Tarsadia University, Bardoli on February 22, 2015.

• "Introduction to Soft Computing and Applications" at One day workshop on Soft Computing: Theory and Applications organized by IEEE Gujarat Section and Electronics & Communication Engineering Department, Sarvajanik College of Engineering and Technology, Surat on 2 May 2015.

• "DSP Application: Target Detection and Tracking" during Two weeks STTP on Applied Digital Signal Processing (4 - 15 May 2015) organized by Electronics Engineering Department, BVM Engineering College Vallabh Vidyanagar, Gujarat on 6 May 2015.

• "Recurrences and Divide & Conquer Approach" during a five-days TEQIP-II sponsored STTP on Design and Analysis of Algorithms (DAA 2015, 18-22 May 2015) organized by Computer Engineering Department, SVNIT, Surat on 18 May 2015.

• "Convolution using Divide and Conquer: Polynomials and FFT" during a five-days TEQIP-II sponsored STTP on Design and Analysis of Algorithms (DAA 2015, 18-22 May 2015) organized by Computer Engineering Department, SVNIT, Surat on 18 May 2015.

• "Dynamic Programming" during a five-days TEQIP-II sponsored STTP on Design and Analysis of Algorithms (DAA 2015, 18-22 May 2015) organized by Computer Engineering Department, SVNIT, Surat on 19 May 2015.

• "Dynamic Programming and its Applications" during a five-days TEQIP-II sponsored STTP on Design and Analysis of Algorithms (DAA 2015, 18-22 May 2015) organized by Computer Engineering Department, SVNIT, Surat on 19 May 2015.

• "Probabilistic and Amortized Analysis" during a five-days TEQIP-II sponsored STTP on Design and Analysis of Algorithms (DAA 2015, 18-22 May, 2015) organized by Computer Engineering Department, SVNIT, Surat on 20 May 2015.

• "Backtracking and Branch & Bound Approaches" during a five-days TEQIP-II sponsored STTP on Design and Analysis of Algorithms (DAA 2015, 18-22 May 2015) organized by Computer Engineering Department, SVNIT, Surat on 20 May 2015.

• "Parameter Estimation in Data Mining" during a five-days TEQIP-II sponsored STTP on Privacy Preserving Data Mining (PPDM 2015, 25-29 May 2015) organized by Computer Engineering Department, SVNIT, Surat on 28 May 2015.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during 14th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (22-26 June, 2015) organized by Mechanical Engineering Department, SVNIT, Surat on June 23, 2015.

• "Video Compression" during a five-days TEQIP-II sponsored STTP on Big Data and Advanced Video Compression (29 June-3 July, 2015) organized by Computer Engineering Department, SVNIT, Surat on 29 June 2015.

• "Hypotheses Testing" during Two Week TEQIP-II sponsored Short Term Course on Mathematical Methods for Scientists and Engineers (MMSE 2015, 29 June - 10 July, 2015) organized by Department of Applied Mathematics & humanities, SVNIT, Surat on 7 July, 2015.

• "Machine Learning" during TwoWeek TEQIP-II sponsored Short Term Course on Mathematical Methods for Scientists and Engineers (MMSE 2015, 29 June - 10 July, 2015) organized by Department of Applied Mathematics & humanities, SVNIT, Surat on 7 July, 2015.

• "Machine Learning and its Applications" as part of series of lectures of R&D organized by Computer Engineering Department, Sarvajanik College of Engineering and Technology, Surat on 6 August 2015.

• "Rough Sets and Biometric based Recognition" at TEQIP-II Sponsored One Day Workshop on Recent Trends in Image Processing and Soft Computing organized by Computer Engineering Department, Birla Vishvakarma Mahavidyalaya Engineering College, Vallabh Vidyanagar, Gujarat on 12 September 2015.

• "Neural Network and its Application: Data Association for Multiple Target Tracking" during One Week STTP on Tools and Techniques for Effective Teaching and Research (26 - 30 October, 2015) organized by Department of Mechanical Engineering, SVNIT, Surat on 30 October, 2015.

• "Internet of Things: A Glorified View" during TEQIP-II sponsored One Week STTP on Embedded Systems and Internet of Things organized by Computer Engineering Department, Birla Vishvakarma Mahavidyalaya Engineering College, Vallabh Vidyanagar, Gujarat (4-8 January 2016) on 7 January 2016.

• "Rough Set Theory and its Application" at GUJCOST sponsored one day workshop on Scope of Research in Image Processing and Soft Computing organized by Electronics & Communication Engineering Department, Chhotubhai Gopalbhai Patel Institute of Technology, Uka Tarsadia University, Maliba Campus, Gopal Vidyanagar, Bardoli on 18 January 2016.

• "Introduction to Machine Learning" at IEEE Gujarat section sponsored one day workshop on Machine Learning and its Applications organized by Information Technology Department, Sarvajanik College of Engineering & Technology, Surat on 22 January 2016.

• "Research Methodology" during TEQIP-II sponsored One Week STTP on Life Long Researcher (8-12 February 2016) organized by Mechanical Engineering Department, SVNIT, Surat on 8 February 2016.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during 15th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (21-25 March, 2016) organized by Mechanical Engineering Department, SVNIT, Surat on March 22, 2016.

• "Signals, Matrices and Estimation Theory" during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 16 May 2016.

• "Wireless Network and Channel Modelling" during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 16 May 2016.

• "Multi User Detection" during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 16 May 2016.

• "Cellular Communication" during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 17 May 2016.

• "Channel Estimation" during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 17 May 2016.

• "Internet of Things" during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 18 May 2016.

• "Multi Input and Multi Output" (MIMO) during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 18 May 2016.

• "Mobility and Location Management" during TEQIP-II sponsored Five-Days Short Term Training Program on Wireless Network and Mobile Computing organized by Computer Engineering Department, Sardar Vallabhbhai National Institute of Technology, Surat (16-20 May 2016) on 19 May 2016.

• "Artificial Neural Network" during TEQIP-II sponsored Two Week STTP on Research Methodology for Engineering and Management organized by Civil Engineering Department, SVNIT, Surat (May 16-27, 2016) on 20 May 2016.

• "Some Aspects of Research Methodology" during TEQIP-II sponsored Two Week STTP on Research Methodology for Engineering and Management organized by Civil Engineering Department, SVNIT, Surat (May 16-27, 2016) on 23 May 2016.

• "Recurrences and Divide & Conquer Approach" during TEQIP-II sponsored Five-Days STTP on Design and Analysis of Algorithms (DAA 2016) organized by Computer Engineering Department, SVNIT, Surat (23 - 27 May 2016) on 23 May 2016.

• "Dynamic Progamming Approach-I" during TEQIP-II sponsored Five-Days STTP on Design and Analysis of Algorithms (DAA 2016) organized by Computer Engineering Department, SVNIT, Surat (23 - 27 May 2016) on 23 May 2016.

• "Dynamic Programming Approach-II" during TEQIP-II sponsored Five-Days STTP on Design and Analysis of Algorithms (DAA 2016) organized by Computer Engineering Department, SVNIT, Surat (23 - 27 May 2016) on 24 May 2016.

• "Backtracking and Branch & Bound Approaches" during TEQIP-II sponsored Five-Days STTP on Design and Analysis of Algorithms (DAA 2016) organized by Computer Engineering Department, SVNIT, Surat (23 - 27 May 2016) on 24 May 2016.

• "Probabilistic and Amortized Analysis" during TEQIP-II sponsored Five-Days STTP on Design and Analysis of Algorithms (DAA 2016) organized by Computer Engineering Department, SVNIT, Surat (23 - 27 May 2016) on 26 May 2016.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during TEQIP-II Sponsored 16 th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques organized by Department of Mechanical Engineering, SVNIT, Surat (22 - 26 August 2016) on 23 August 2016.

• "Rough Set Theory and its Application" during TEQIP-II sponsored One Week Short Term Training Program on Emerging Trends in Signal and Image Processing (ETSiP-2016) organized by Department of Electronics Engineering, SVNIT, Surat (13-17 September 2016) on 14 Sept 2016.

• "Divide and Conquer: Polynomial Multiplication and FFT" at One day Faculty Development Program organized by Computer Engineering Department, MIT Academy of Engineering Alandi, Pune on 23 Sept 2016.

• "Dynamic Programming" at One day Faculty Development Program organized by Computer Engineering Department, MIT Academy of Engineering Alandi, Pune on 23 Sept 2016.

• "Probability, Random Variable and Process: Basics" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 19 Dec 2016.

• "Parameter Estimation" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 19 Dec 2016.

• "Markov Random Field" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 19 Dec 2016.

• "Expectation Maximization" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 20 Dec 2016.

• "Hidden Markov Model" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 21 Dec 2016.

• "Machine Learning" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 23 Dec 2016.

• "Modelling in Cellular Communication" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 23 Dec 2016.

• "Hypotheses Testing" during QIP sponsored Short Term Course on Statistical Methods organized by Computer Engineering Department, SVNIT, Surat (19 - 23 December 2016) on 23 Dec 2016.

• "Research Problem Formulation and Methodology" during TEQIP-II sponsored Short Term Training Programme on Paper and Article Writing with LateX organized by Electronics & Communication Engineering Department, SVNIT, Surat (21 - 25 January 2017) on 25 Jan 2017.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during 17th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques organized by Department of Mechanical Engineering, SVNIT, Surat (6 - 10 February 2017) on 7 Feb 2017.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during 18th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques organized by Department of Mechanical Engineering, SVNIT, Surat (27 - 31 March 2017) on 28 Mar 2017.

• "Internet of Things: Introduction" during One Week Short Term Training Programme on Internet of Things and its Applications under Research Project Sponsored by Ministry of Electronics and Information Technology (MeitY) Government of India, New Delhi organized by Computer Engineering Department, SVNIT, Surat (5 - 10 June, 2017) on 5 June 2017.

• "IoT Application in Disaster Management and Surveillance" during One Week Short Term Training Programme on Internet of Things and its Applications under Research Project Sponsored by Ministry of Electronics and Information Technology (MeitY) Government of India, New Delhi organized by Computer Engineering Department, SVNIT, Surat (5 - 10 June, 2017) on 5 June 2017.

• "Ad-hoc Network: Challenges and Issues" during One Week Short Term Training Programme on Internet of Things and its Applications under Research Project Sponsored by Ministry of Electronics and Information Technology (MeitY) Government of India, New Delhi organized by Computer Engineering Department, SVNIT, Surat (5 - 10 June, 2017) on 5 June 2017.

• "Multiple Input and Multiple Output (MIMO)" during One Week Short Term Training Programme on Internet of Things and its Applications under Research Project Sponsored by Ministry of Electronics and Information Technology (MeitY) Government of India, New Delhi organized by Computer Engineering Department, SVNIT, Surat (5 - 10 June, 2017) on 10 June 2017.

• "Research Methodology" during One Week Short Term Training Programme on Internet of Things and its Applications under Research Project Sponsored by Ministry of Electronics and Information Technology (MeitY) Government of India, New Delhi organized by Computer Engineering Department, SVNIT, Surat (5 - 10 June, 2017) on 10 June 2017.

• "Sports Video Summarization" during National Seminar on Computer Vision and Image Processing (NaSCoVIP 2017) jointly organized by IEEE Gujarat Section, IEEE Signal Processing Chapter and Silver Oak College of Engineering & Technology, Ahmedabad (8-9 September 2017) on 9 September 2017.

• "Introduction to Machine Learning" during Six days Workshop on Machine Learning - An approach to achieve Artificial Intelligence and its applications organized by Department of Information Technology, Chandubhai S. Patel Institute of Technology (CHARUSAT) in association with GUJCOST and ACM student chapter CHARUSAT Changa, Gujarat, (18-23 December 2017) on 18 December 2017.

• "Parameter Estimation" during Six days Workshop on Machine Learning - An approach to achieve Artificial Intelligence and its applications organized by Department of Information Technology, Chandubhai S. Patel Institute of Technology (CHARUSAT) in association with GUJCOST and ACM student chapter CHARUSAT Changa, Gujarat, (18-23 December 2017) on 18 December 2017.

• "Hypotheses Testing" during Six days Workshop on Machine Learning - An approach to achieve Artificial Intelligence and its applications organized by Department of Information Technology, Chandubhai S. Patel Institute of Technology (CHARUSAT) in association with GUJCOST and ACM student chapter CHARUSAT Changa, Gujarat, (18-23 December 2017) on 18 December 2017.

• "Bayesian Network and its Application in Video Summarization" during Six days Workshop on Machine Learning - An approach to achieve Artificial Intelligence and its applications organized by Department of Information Technology, Chandubhai S. Patel Institute of Technology (CHARUSAT) in association with GUJCOST and ACM student chapter CHARUSAT Changa, Gujarat, (18-23 December 2017) on 18 December 2017.

• "Machine Learning and EM Algorithm" during TEQIP-III Sponsored Short Term Training Program on Machine Learning and its Applications organized by Computer Engineering Department, BVM Engineering College, Vallabh Vidyanagar (18-23 December 2017) on 18 December 2017.

• "Machine Learning and Hypotheses Testing" during 4th National Workshop on Machine Learning organized by Department of Computer Science and Engineering ITM Universe, Vadodara, Gujarat (18-23 June 2018) on 20 June 2018.

• "Introduction to Machine Learning" on the occassion of Engineer's Day Celebration, Event theme: Emerging Technologies at Larsen and Toubro, Hazira, Surat, 14 September 2018.

• "Basics of Machine Learning during GUJCOST & DST sponsored STTP on Machine Learning using Python organized Information Technology Department, Sardar Vallabbhai Patel Institute of Technology, Vasad, (22 - 26 October 2018) on 22 October 2018.

• "Role and Application of Soft Computing Techniques for Data Analysis" during GUJCOST sponsored One day seminar on Role and Application of Soft Computing Techniques for Data Analysis organized by Institute of Advanced Research, Gandhinagar on 26 October 2018.

• "Introduction to Machine Learning" during GUJCOST sponsored Two Days Workshop on Data Intelligence and Analytics organized CE/IT Department, School of Engineering P P Savani University, NH-8, GETCO, Kosamba (24 - 25 November 2018) on 24 November 2018.

• "Machine Learning" during TEQIP-III sponsored Two Week STTP on Python and its Applications organized by Computer Engineering Department BVM Engineering College, Vallabh Vidyanagar (26 November - 08 December 2018) on 29 November 2018.

• "Support Vector Machine" during TEQIP-III sponsored Two Week STTP on Python and its Applications organized by Computer Engineering Department BVM Engineering College, Vallabh Vidyanagar (26 November - 08 December 2018) on 29 November 2018.

• "Sport Video Summarization" during UGC-SAP sponsored National Seminar on Digital Image Processing and Computer Vision organized by Department of Computer Science, Veer Narmad South Gujarat University, Surat, Gujarat (1-2 April 2019) on 1 April 2019.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (13-17 May 2019) organized by Mechanical Engineering Department, SVNIT, Surat on 14 May 2019.

• "Introduction to Machine Learning" during Two Week Short Term Training Programme (FDP) on Machine Learning & IOT (29 May - 8 June 2019) organized by Maharaja Sayajirao University of Baroda, Vadodara in collaboration with Electronics & ICT Academy MNIT, Jaipur on 30 May 2019.

• "Introduction to Internet of Things" during Two Week Short Term Training Programme (FDP) on Machine Learning & IOT (29 May - 8 June 2019) organized by Maharaja Sayajirao University of Baroda, Vadodara in collaboration with Electronics & ICT Academy MNIT, Jaipur on 30 May 2019.

• "Parameter Estimation" during Two Week Short Term Training Programme (FDP) on Machine Learning & IOT (29 May - 8 June 2019) organized by Maharaja Sayajirao University of Baroda, Vadodara in collaboration with Electronics & ICT Academy MNIT, Jaipur on 30 May 2019.

• "IoT Application in Disaster Management and Surveillance" during One Week Short Term Training Programme on Collaborative data processing and Resource optimization in IoT (CRIoT 2019) under Research Project Sponsored by Ministry of Electronics and Information Technology (MeitY) Government of India, New Delhi organized by Computer Engineering Department, SVNIT, Surat (10 - 14 June, 2019) on 10 June 2019.

• "Signal Processing in IoT" during One Week Short Term Training Programme on Collaborative data processing and Resource optimization in IoT (CRIoT 2019) under Research Project Sponsored by Ministry of Electronics and Information Technology (MeitY) Government of India, New Delhi organized by Computer Engineering Department, SVNIT, Surat (10 - 14 June, 2019) on 10 June 2019.

• "Machine Learning and Classifiers" during One Week Faculty Development Programme (FDP) on Research Applications in Artificial Intelligence and Machine Learning organized by Department of Computer Engineering, C. G. Patel Institute of Technology, Uka Tarsadia University, Bardoli, Gujarat (24 - 28 June 2019) on 26 June 2019.

• "Machine Learning" during TEQIP-III sponsored STTP on Data Analytics and IoT (DAIoT-2019) organized by Department of Computer Science and Engineering, Madan Mohan Malaviya University of Technology, Gorakhpur, U.P. (4 - 8 Nov 2019) on 7 Nov 2019.

• "Artificial Neural Network and its Application: Data Association for Multiple Target Tracking" during 20th One Week STTP on Advanced Engineering Optimization through Intelligent Techniques (25 - 29 Nov 2019) organized by Mechanical Engineering Department, SVNIT, Surat on 26 Nov 2019.

• "Mathematical Modelling and Statistical Analysis" during AICTE sponsored STTP on Research Methodology and IPR (24-29 February 2020) organized by Department of Information Technology, Thakur College of Engineering and Technology, Mumbai, on 29 February 2020.

• "Some Aspects of Research Methodology" during AICTE sponsored STTP on Research Methodology and IPR (24-29 February 2020) organized by Department of Information Technology, Thakur College of Engineering and Technology, Mumbai, on 29 February 2020.

• "Basics of Machine Learning" during Three days online faculty development programme on Mathematical and Computational Modeling (18 - 20 May 2020) organized by Rajiv Gandhi Proudyogiki Vishwavidyalaya, Bhopal (M.P) under TEQIP - III at LNCTS, Bhopal, during on 18 May, 2020.

• "Basics of Machine Learning" during Five Days Online STTP on Recent Trends in IoTs and Cloud Computing (RT-IoTCC 2020, June 29 - July 03, 2020) organized by Department of Computer Engineering, SVNIT, Surat under TEQIP-III on 29 June 2020.

• "Introduction to Internet of Things" during Five Days Online STTP on Recent Trends in IoTs and Cloud Computing (RT-IoTCC 2020, June 29 - July 03, 2020) organized by Department of Computer Engineering, SVNIT, Surat under TEQIP-III on 29 June 2020.

• "Introduction to Machine Learning" during Online webinar for faculty members on Introduction to Machine Learning organized by Department of Computer Science and Engineering, Mandsaur University, Mandsaur, Madhya Pradesh on 6 July 2020.

• "Introduction to Machine Learning" during Five Day Online Faculty Development Program on Emerging Trends in the Application of Machine Learning (20 - 24 July, 2020) organized by Department of IT, GMR Institute of Technology, Rajam, Andhra Pradesh on 20 July 2020.

• "Machine Learning" during One Week Online FDP on Recent Advances in Electronics & Communication Engineering (20-25 July 2020) organized by Santhiram Engineering College, Nandyal, Andhra Pradesh on 23 July 2020.

• "Introduction to AI & ML" during FDP on Artificial Intelligence (1-5 October, 2020) sponsored by AICTE Training And Learning (ATAL) Academy organized by Department of Computer Science and Engineering, Motilal Nehru National Institute of Technology, Allahabad, Prayagraj, U.P. on 1 October 2020.

• "Neural Networks and its Applications" during FDP on Artificial Intelligence (1-5 October, 2020) sponsored by AICTE Training And Learning (ATAL) Academy organized by Department of Computer Science and Engineering, Motilal Nehru National Institute of Technology, Allahabad, Prayagraj, U.P. on 2 October 2020.

• "Signal / Bayesian Estimation using AI: Artificial Intelligence and Bayesian Network" during STTP on Artificial Intelligence for Signal Processing Applications (22-26 December, 2020) sponsored by Gujarat Council on Science and Technology, Department of Science and Technology, Government of Gujarat and IEEE Signal Processing Society, Gujarat Chapter organized by E & C Department, Sarvajanik College of Engineering and Technology, Surat on 22 December 2020.

• "Artificial Intelligene and Machine Learning" during AICTE sponsored FDP on Artificial Intelligence Techniques with Machine Learning and Deep Learning for Engineering Applications (22-26 February, 2021) organized by Department of Electrical Engineering, Government Engineering College, Bhuj, Gujarat on 22 February 2021.

• "Introduction to Machine Learning" during AICTE-ISTE sponsored Induction/Refresher One Week FDP Phase-II Program on Machine Learning for all (5 - 10 April, 2021) organized by Department of ECE & CRI, K.S.R.M. college of Engineering, Kadapa, Andhra Pradesh on 5 April 2021.

• "Applications of Neural Network and Genetic Algorithms" during GUJCOST sponsored One Week Online STTP on “Artificial Intelligence: Techniques and Applications” (05 - 09 April, 2021) organized by Computer Engineering Department, Sardar Vallabhbhai Patel Institute of Technology Vasad , Gujarat on 8 April 2021.

• "Fundamentals of Machine Learning and Deep Learning" during AICTE-RGPV Joint Teachers Training Program on Data Science for Machine Learning and IoT with Health Care applications (23-28 Aug 2021) organized by Sri Aurobindo Institute of Technology, Indore on 23 Aug 2021.

• "Artificial Intelligene and Machine Learning" during ATAL FDP on Artificial Intelligence in Image Processing (20-24 December 2021) organized by Department of Electronics and Communication Engineering, Indian Institute of Information Technology, Nagpur on 20 December 2021.

• "Sport Video Summarization using Bayesian Network" during Six Days STTP on Artificial Intelligence for Computer Vision Applications (25-30 July 2022) organised by Department of Computing Technologies, School of Computing, College of Engineering and Technology, SRM Institute of Science and Technology in association with ACM-W Chennai Chapter, SRM Nagar, Tamil Naidu on 29 July 2022.

• "Introduction to Machine Learning and Recent Trends" during One Week Short Term Training Programme on Machine Learning and IoT (14-18 November 2022) funded by GUJCOST, DST Govt. of Gujarat and organized by Computer Science & Engineering Program, School of Technology, GSFC University, Vadodara on 14 November 2022.

• "Deep Learning and its Applications" during One Week Short Term Training Programme on Machine Learning and IoT (14-18 November 2022) funded by GUJCOST, DST Govt. of Gujarat and organized by Computer Science & Engineering Program, School of Technology, GSFC University, Vadodara on 14 November 2022.

• "NEP Implementation" during Two Weeks AICTE Training and Learning FDP Programme on Social Media and Social Network Data Mining (SNSMDM 2023) (2-13 January 2023) organized by Department of Computer Science and Engineering, SVNIT, Surat on 11 January 2023.

• "Machine Learning Fundamentals" during Short Term Course on Machine Learning and Applications (MLA-2023) (22 - 26 April 2023) organized by Department of Electrical Engineering National Institute of Technology, Kurukshetra on 22 April 2023.

• "Applications to Video Processing" during Short Term Course on Machine Learning and Applications (MLA-2023) (22 - 26 April 2023) organized by Department of Electrical Engineering National Institute of Technology, Kurukshetra on 25 April 2023.

• "Introduction to Machine Learning" during SERB sponsored Karyashala Hands-on on Design, Fabrication and Testing of 5G Antenna using Machine Learning (12 - 19 May 2023) organized by Department of Electronics Engineering Sardar Vallabhbhai National Institute of Technology, Surat on 16 May 2023.

• "Drone Applications" during One Week Faculty Development Programme on BOOT CAMP 2.0 On DRONE APPLICATIONS (26 - 30 June 2023) under training program on capacity building for human resource development in Unmanned Aircraft Systems in India Sponsored by MeitY, Govt. of India on 26 June 2023.

• "Recent Trends and Applications in Machine Learning and IoT" during National Workshop organized by Department of Computer Engineering, Birla Vishvakarma Mahavidyalaya Engineering College, Vallabh Vidyanagar, Gujarat on 15 July 2023.

• "Introduction to Machine Learning and Convolutional Neural Network" expert lecture organized by Department of Computer Science and Engineering, R. N. G. Patel Institute of Technology (RNGPIT), Isroli, Bardoli, Gujarat on 24 April 2024.