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Dr Premjith B

Assistant Professor, Center for Computational Engineering and Networking (CEN), Coimbatore

Qualification: Ph.D
b_premjith@cb.amrita.edu
Ph: +91-9597141816 / +91-9495181122
Google scholar
Scopus Author ID
Research Interest: Bioinformatics, Computational Linguistics, Cybersecurity, Deep Learning, Finance, Machine Learning, Natural Language Processing, NLP applications in Indian languages

Bio

Dr Premjith B currently serves as an Assistant Professor at the Center for Computational Engineering and Networking (CEN), Amrita School of Computing at Coimbatore campus. His research focuses on developing Machine Learning/Deep Learning models for machine translation, word sense disambiguation, morphological segmentation and synthesis, Part-of-Speech tagging, Named Entity Recognition and Dependency parsing. He also worked on various social media analysis applications such as hate speech/offensive language identification, emotion detection from social media data, sentiment analysis, factuality identification and fake news detection. He is currently interested in applying artificial intelligence techniques for cybersecurity, and finance.

Premjith finished his B-Tech in Computer Science and Engineering from Kannur University. He obtained his M.Tech in Computational Engineering and Networking from Amrita Vishwa Vidyapeetham. He pursued his PhD in Neural Machine Translation from Amrita Vishwa Vidyapeetham under the guidance of Prof. K.P Soman. He started working at Amrita as a faculty in 2020.

Publications

Journal Article

Year : 2021

Deep Learning Approach for the Morphological Synthesis in Malayalam and Tamil at the Character Level

Cite this Research Publication : B. Premjith and Dr. Soman K. P., “Deep Learning Approach for the Morphological Synthesis in Malayalam and Tamil at the Character Level”, ACM Trans. Asian Low-Resour. Lang. Inf. Process., vol. 20, 2021.

Publisher : ACM Trans. Asian Low-Resour. Lang. Inf. Process., Association for Computing Machinery,

Year : 2019

Hate speech detection for Hindi-English Code-mixed social media text

Cite this Research Publication : Sreelakshmi K, Premjith B, Soman K P, “Hate speech detection for Hindi-English Code-mixed social media text”, in The Seventh International Symposium on Women in Computing and Informatics (WCI'19) 2019.

Publisher : WCI'19

Year : 2018

Transfer of Simple English Preposition ‘to’and ‘with’into Hindi Utilizing Linguistic Features of the Predicate part of a Sentence with Machine Learning Approach in an English to Hindi MT Context

Cite this Research Publication : Jyothi Ratnam, D and Soman, KP and Premjith, B and Priya, MG "Transfer of Simple English Preposition ‘to’and ‘with’into Hindi Utilizing Linguistic Features of the Predicative part of a Sentence with Machine Learning Approach in an English to Hindi MT Context", Journal of Advanced Research in Dynamical \& Control Systems (10, 240-264), 2018

Year : 2018

Modeling the Fresh and Hardened Stage Properties of Self-Compacting Concrete using Random Kitchen Sink Algorithm

Cite this Research Publication : Aravind J. Prakash, Dhanya Sathyan, Dr. Anand K. B., and B. Premjith, “Modeling the Fresh and Hardened Stage Properties of Self-Compacting Concrete using Random Kitchen Sink Algorithm”, International Journal of Concrete Structures and Materials, vol. 12, 2018.

Publisher : International Journal of Concrete Structures and Materials

Year : 2018

An Overview of the Shared Task on Machine Translation in Indian Languages (MTIL) – 2017

Cite this Research Publication : Dr. M. Anand Kumar, B. Premjith, Shivkaran Singh, Sankaravelayuthan, R., and Dr. Soman K. P., “An Overview of the Shared Task on Machine Translation in Indian Languages (MTIL) - 2017”, Journal of Intelligent Systems, 2018.

Publisher : Journal of Intelligent Systems

Year : 2016

A Fast and Efficient Framework for Creating Parallel Corpus

Cite this Research Publication : Premjith B, Sachin Kumar S, Shyam R, M Anand Kumar, K P Soman, A Fast and Efficient Framework for creating Parallel Corpus, IJST, Vol 9, 2016

Publisher : Indian Journal of Science and Technology

Year : 2016

A distributed approach for predicting malicious activities in a network from a streaming data with support vector machine and explicit random feature mapping

Cite this Research Publication : P. Poornachandran, B. Premjith, and Dr. Soman K. P., “A distributed approach for predicting malicious activities in a network from a streaming data with support vector machine and explicit random feature mapping”, IIOAB Journal, vol. 7, pp. 24-29, 2016.

Publisher : IIOAB Journal

Year : 2015

Computational experiment of one class SVM in excel

Cite this Research Publication : K. R. Rithu Vadhana, G. Swamynadhan, P. V. Neethu, B. Premjith, and Dr. Soman K. P., “Computational experiment of one class SVM in excel”, International Journal of Applied Engineering Research, vol. 10, no. 20, pp. 19356-19360, 2015.

Publisher : Research India Publications

Year : 2013

Insight into Primal Dual Augmented Lagrangian Multiplier Method

Cite this Research Publication : Premjith B, Sachin Kumar S, Akhil M, Bijeesh TV, KP Soman, Insight into Primal Dual Augmented Lagrangian Multiplier Method, arXiv: 1312.7637 [cs. NA], 2013

Publisher : International Journal of Computer Science and Information Technology & Security

Conference Paper

Year : 2022

MARS: A Hybrid Deep CNN-based Multi-Accent Recognition System for English Language

Cite this Research Publication : Darshana, S., H. Theivaprakasham, G. Jyothish Lal, B. Premjith, V. Sowmya, and Kp Soman. "MARS: A Hybrid Deep CNN-based Multi-Accent Recognition System for English Language." In 2022 First International Conference on Artificial Intelligence Trends and Pattern Recognition (ICAITPR), pp. 1-6. IEEE, 2022.

Publisher : ICAITPR

Year : 2021

Hate Speech Detection from Code-mixed Indian Language Using Markov Chains.

Cite this Research Publication : Sreelakshmi K, Premjith B, Gopalakrishnan E A, Soman K P. Hate Speech Detection from Code-mixed Indian Language Using Markov Chains. In Proceedings of the 5th
International Conference on Intelligent Computing and Communication (ICICC-2021).

Publisher : ICICC-2021

Year : 2021

Amrita_CEN_NLP@DravidianLangTech-EACL2021: Deep Learning-based Offensive Language Identification in Malayalam, Tamil and Kannada

Cite this Research Publication : Sreelakshmi K, Premjith B, Soman KP, “Amrita_CEN_NLP@DravidianLangTech-EACL2021: Deep Learning-based Offensive Language Identification in Malayalam, Tamil and Kannada” in Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages.

Publisher : Proceedings of the First Workshop on Speech and Language Technologies for Dravidian Languages

Year : 2021

Aspect-Based Sentiment Analysis in Hindi: Comparison of Machine/Deep Learning Algorithms

Cite this Research Publication : Aparna T., Simran Ketha, B. Premjith, and Dr. Soman K. P., “Aspect-Based Sentiment Analysis in Hindi: Comparison of Machine/Deep Learning Algorithms”, in Lecture Notes in Networks and Systems, 2021.

Publisher : Lecture Notes in Networks and Systems

Year : 2020

cEnTam: Creation and Validation of a New English-Tamil Bilingual Corpus

Cite this Research Publication : Sanjanasri J.P., B. Premjith, Vijay Krishna Menon, K. P. Soman, “cEnTam: Creation and Validation of a New English-Tamil Bilingual Corpus”, BUCC@LREC 2020, pp. 61-64

Publisher : BUCC@LREC 2020

Year : 2020

Sentiment Analysis on Hindi-English Code-Mixed Social MediaText

Cite this Research Publication : Sreelakshmi K, T Sasidhar, Premjith B, Soman K P, “Sentiment Analysis on Hindi-English Code-Mixed Social MediaText”, in The Eight International Conference on Innovations in Computer Science and Engineering (ICICSE -2020).

Publisher : ICICSE -2020

Year : 2019

Preposition sense disambiguation for tiny sense classes using over sampling techniques

Cite this Research Publication : Sreelakshmi K, T Sasidhar, Premjith B, Soman K P, "Preposition sense disambiguation for tiny sense classes using over sampling techniques" in International Conference on Cognitive Informatics & Soft Computing (CISC) 2019.

Publisher : CISC

Year : 2019

Amrita CEN CIQ: Classification of Insincere Questions

Cite this Research Publication : B. Premjith and Dr. Soman K. P., “Amrita CEN CIQ: Classification of Insincere Questions”, in FIRE 2019 - Forum for Information Retrieval Evaluation, Kolkata, India, 2019.

Publisher : FIRE 2019 - Forum for Information Retrieval Evaluation

Year : 2019

A Machine Learning Approach for Identifying Compound Words from a Sanskrit Text

Cite this Research Publication : B. Premjith, Chandni Chandran V., Shriganesh Bhat, Dr. Soman K. P., and Prabaharan P., “A Machine Learning Approach for Identifying Compound Words from a Sanskrit Text”, in Proceedings of the 6th International Sanskrit Computational Linguistics Symposium, IIT Kharagpur, India, 2019.

Publisher : Association for Computational Linguistics, IIT Kharagpur,

Year : 2018

A deep learning based Part-of-Speech (POS) tagger for Sanskrit language by embedding character level features

Cite this Research Publication : B. Premjith, Dr. Soman K. P., and Prabaharan Poornachandran, “A deep learning based Part-of-Speech (POS) tagger for Sanskrit language by embedding character level features”, in FIRE'18, 2018.

Publisher : FIRE'18 .

Year : 2018

A deep learning approach for Malayalam morphological analysis at character level

Cite this Research Publication : B. Premjith, Dr. Soman K. P., and Anand Kumar M., “A deep learning approach for Malayalam morphological analysis at character level”, in Procedia Computer Science, 2018, vol. 132, pp. 47-54.

Publisher : Procedia Computer Science

Year : 2017

deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets

Cite this Research Publication : Vinayakumar R, B. Premjith, Sachin Kumar S., Dr. Soman K. P., and Prabaharan Poornachandran, “deepCybErNet at EmoInt-2017: Deep Emotion Intensities in Tweets”, in Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, Copenhagen, Denmark, 2017.

Publisher : EMNLP-WASSA

Year : 2017

Deep Stance and Gender Detection in Tweets on Catalan Independence@IBEREVAL

Cite this Research Publication : Vinayakumar R, Sachin Kumar S, Premjith B, KP Soman, Deep Stance and Gender Detection in Tweets on Catalan Independence@IBEREVAL, IBEREVAL, pp 222-229, 2017, (Scopus)

Publisher : IBEREVAL

Year : 2011

A Level Set Methodology for Sanskrit Document Binarization and Character Segmentation

Cite this Research Publication : B. Premjith, “A Level Set Methodology for Sanskrit Document Binarization and Character Segmentation”, in Second International Conference on Control, Communication and Computer Technology, 2011.

Publisher : Second International Conference on Control, Communication and Computer Technology

Conference Proceedings

Year : 2022

Grapheme to Phoneme Conversion for Malayalam Speech Using Encoder-Decoder Architecture

Cite this Research Publication : R. Priyamvada, D. Govind, Vijay Krishna Menon, B. Premjith & K. P. Soman "Grapheme to Phoneme Conversion for Malayalam Speech Using Encoder-Decoder Architecture", In book: Intelligent Data Engineering and Analytics (pp.41-49), 2022

Year : 2022

A Comparative Study of Pre-trained Gene Embeddings for COVID-19 mRNA Vaccine Degradation Prediction

Cite this Research Publication : Krishna, U. V., Premjith, B., & Soman, K. P "A Comparative Study of Pre-trained Gene Embeddings for COVID-19 mRNA Vaccine Degradation Prediction" In book: Proceedings of the Seventh International Conference on Mathematics and Computing (pp.301-308), 2022

Year : 2022

Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling

Cite this Research Publication : Aparna K Ajayan, Krishna Mohanan, Anugraha S, Premjith B, Soman Kp "Amrita_CEN at SemEval-2022 Task 6: A Machine Learning Approach for Detecting Intended Sarcasm using Oversampling", Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022)

Year : 2022

Findings of the Shared Task on Multimodal Sentiment Analysis and Troll Meme Classification in Dravidian Languages

Cite this Research Publication : Premjith B, Bharathi Raja Chakravarthi, Malliga Subramanian, Bharathi B, Soman Kp, Dhanalakshmi V, Sreelakshmi K, Arunaggiri Pandian, Prasanna Kumaresan "Findings of the Shared Task on Multimodal Sentiment Analysis and Troll Meme Classification in Dravidian Languages", Proceedings of the Second Workshop on Speech and Language Technologies for Dravidian Languages, 2022

Year : 2022

CEN-Tamil@DravidianLangTech-ACL2022: Abusive Comment detection in Tamil using TF-IDF and Random Kitchen Sink Algorithm

Cite this Research Publication : Prasanth S N, R Aswin Raj, Adhithan P, Premjith B, Soman Kp "CEN-Tamil@DravidianLangTech-ACL2022: Abusive Comment detection in Tamil using TF-IDF and Random Kitchen Sink Algorithm", Proceedings of the Second Workshop on Speech and Language Technologies for Dravidian Languages, (Dublin, Ireland, 70 - 74), 2022

Year : 2022

Amrita_CEN at SemEval-2022 Task 4: Oversampling-based Machine Learning Approach for Detecting Patronizing and Condescending Language

Cite this Research Publication : George, Bichu and Adarsh, S and Prajapati, Nishitkumar and Premjith, B and Kp, Soman "Amrita_CEN at SemEval-2022 Task 4: Oversampling-based Machine Learning Approach for Detecting Patronizing and Condescending Language", Proceedings of the 16th International Workshop on Semantic Evaluation (SemEval-2022)

Year : 2022

BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil

Cite this Research Publication : C S Ayush Kumar, Advaith Maharana, Srinath Murali, Premjith B, Soman Kp "BERT-Based Sequence Labelling Approach for Dependency Parsing in Tamil", Proceedings of the Second Workshop on Speech and Language Technologies for Dravidian Languages, (Dublin, Ireland, 1-8), 2022

Year : 2021

Amrita_CEN_NLP@ SDP2021 Task A and B

Cite this Research Publication : Isha Indhu S, Kavya S Kumar, Lakshaya Karthikeyan, Premjith B, Soman K.P "Amrita_CEN_NLP@ SDP2021 Task A and B", Proceedings of the Second Workshop on Scholarly Document Processing (146 - 149), 2021

Year : 2020

Emotion Detection in Hinglish(Hindi+English) Code-Mixed Social Media Text

Cite this Research Publication : K Sreelakshmi, B Premjith, KP Soman "Emotion Detection in Hinglish (Hindi+ English) Code-Mixed Social Media Text", Conference Name (Venue, Page No.) Third International Conference on Computing and Network Communications (CoCoNet'19), Procedia Computer Science, Elsevier (Trivandrum, India, 1346-1352), 2020

Year : 2020

Overview of the track on HASOC-Offensive Language Identification-DravidianCodeMix

Cite this Research Publication : Bharathi Raja Chakravarthi, Anand Kumar M, John P McCrae, B Premjith, KP Soman, Thomas Mandl "Overview of the track on HASOC-Offensive Language Identification-DravidianCodeMix", In FIRE (Working Notes) (Hyderabad, India, 112 - 120), 2020

Year : 2019

Embedding Linguistic Features in Word Embedding for Preposition Sense Disambiguation in English – Malayalam Machine Translation Context

Cite this Research Publication : Premjith B., Soman Kp, M. Anand Kumar, Jyothi Ratnam "Embedding Linguistic Features in Word Embedding for Preposition Sense Disambiguation in English-Malayalam Machine Translation Context", In book: Recent Advances in Computational Intelligence (pp.341-370), 2020

Year : 2019

Neural Machine Translation System for English to Indian Language Translation Using MTIL Parallel Corpus: Special Issue on Natural Language Processing

Cite this Research Publication : B. Premjith, Anand Kumar M., and Dr. Soman K. P., “Neural Machine Translation System for English to Indian Language Translation Using MTIL Parallel Corpus: Special Issue on Natural Language Processing”, Journal of Intelligent Systems, 2019.

Publisher : Journal of Intelligent Systems

Year : 2015

AMRITA_CEN-NLP@SAIL2015: Sentiment Analysis in Indian Language Using Regularized Least Square Approach with Randomized Feature Learning

Cite this Research Publication : Sachin Kumar S, Premjith B., M. Anand Kumar, Soman Kp "AMRITA_CEN-NLP@SAIL2015: Sentiment Analysis in Indian Language Using Regularized Least Square Approach with Randomized Feature Learning", International Conference on Mining Intelligence and Knowledge Exploration, 2015

Book Chapter

Year : 2021

Hybrid Machine Translation System for the Translation of Simple English Prepositions and Periphrastic Causative Constructions from English to Hindi

Cite this Research Publication : Jyothi Ratnam D, Soman K. P., Biji Mol T. K., Priya M. G., Premjith B. “Hybrid Machine Translation System for the Translation of Simple English Prepositions and Periphrastic Causative Constructions from English to Hindi” . EAI/Springer Innovations in Communication and Computing. 2021. Pp. 247-263.

Publisher : Springer

Year : 2018

Sense disambiguation of English simple prepositions in the context of English-Hindi machine translation system

Cite this Research Publication : D. Jyothi Ratnam, Dr. M. Anand Kumar, B. Premjith, Dr. Soman K. P., and S. Rajendran, Sense disambiguation of English simple prepositions in the context of English-Hindi machine translation system. Springer Singapore, 2018, pp. 245-268.

Publisher : Springer Singapore

Positions

Positions
A. Current Positions (Title, Year) 
1.  Assistant Professor, Center for Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham, Coimbatore (August 2021- Present)

B. Past Positions (Title, Year)

  1. Faculty Associate, Center for Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham, Coimbatore (March 2020 – July 2021)
  2. Research Assistant, Center for Computational Engineering and Networking (CEN), Amrita Vishwa Vidyapeetham, Coimbatore (January 2015 to February 2020)
  3. Assistant Professor, Royal College of Engineering and Technology, Kerala (August 2012 – September 2014)
  4. Lecturer, Viswajyothi College of Engineering and Technology, Kerala (January 2010 – April 2010)
Teaching 

Teaching 

(A) Courses taught (Name, Year, UG/PG) 

  1. 21AIE433 Intrusion Detection and Prevention Systems, 2022-23 Odd, UG
  2. 21DS634 Text Mining and Analytics, 2021-22 Even, PG
  3. 21DS611 Deep Learning, 2021-22 Even, PG
  4. 20DS603 Data Structures and Algorithms for Data Science, 2021-22 Odd/2022-23 Odd, PG
  5. 20DS706 Deep Learning for NLP, 2021-22 Odd, PG
  6. 19AIE203 Data Structures & Algorithms 2, 2021-22 Odd, UG
  7. 19AIE211 Introduction to Computer Networks, 2020-21 Even, UG
  8. 20DS616 Computer Networks and IoT, 2020-21 Even, PG
  9. 18CN715 Deep Learning for NLP, 2020-2021 Odd, PG
  10. 19AIE202 Operating Systems, 2020-2021 Odd, UG
  11. 19AIE205 Python for Machine Learning, 2020-2021 Odd, UG
  12. 20DS601 Algorithms and Structures for Data Science, 2020-2021 Odd, PG

(A) Courses taught (Name, Year, UG/PG)

  1. 21AIE433 Intrusion Detection and Prevention Systems, 2022-23 Odd, UG
  2. 21DS634 Text Mining and Analytics, 2021-22 Even, PG
  3. 21DS611 Deep Learning, 2021-22 Even, PG
  4. 20DS603 Data Structures and Algorithms for Data Science, 2021-22 Odd/2022-23 Odd, PG
  5. 20DS706 Deep Learning for NLP, 2021-22 Odd, PG
  6. 19AIE203 Data Structures & Algorithms 2, 2021-22 Odd, UG
  7. 19AIE211 Introduction to Computer Networks, 2020-21 Even, UG
  8. 20DS616 Computer Networks and IoT, 2020-21 Even, PG
  9. 18CN715 Deep Learning for NLP, 2020-2021 Odd, PG
  10. 19AIE202 Operating Systems, 2020-2021 Odd, UG
  11. 19AIE205 Python for Machine Learning, 2020-2021 Odd, UG
  12. 20DS601 Algorithms and Structures for Data Science, 2020-2021 Odd, PG

Doctoral advisor (Thesis title, Year)

    1.  Ms Sreelakshmi K, Hate Speech Detection in CodeMixed Indian languages, (Ongoing)
    2. Mr Shriganesh Devaru Bhat, Compound Word analysis in Sanskrit (Ongoing)
Awards

A.  Awards/Honors/Recognition (Title, Awarding agency, Year) 

  1. Amrita Innovation and Research Award (AIRA) award for publication – 2021
  2. Invited to the program committee for The First Workshop on Information Extraction from Scientific Publications (WIESP) 2022 organized by the Center for Astrophysics, | Harvard & Smithsonian, USA, Charles University, CZ and Oak Ridge National Laboratory, USA
  3. Winner of FACT@IberLEF2019 (Factuality Analysis and Classification Task) shared task organized as a part of IberLEF 2019
  4. Team mentored by Dr Premjith B won the first prize in the international competition on Tamil abusive language identification conducted as part of the Second Workshop on Speech and Language
  5. Technologies for Dravidian Languages at the 60th Annual Meeting of the Association for Computational Linguistics at the 60th Annual Meeting of the Association for Computational Linguistics
  6. Invited to the program committee for Program Committee member of “The Second Workshop on Scholarly Document Processing (SDP 2021)”, organized as part of North American Chapter of the Association for Computational Linguistics (NAACL) 2021
Invited Talks

Invited Talks/Seminars/Workshops/Session Chairs (Title, Host, Year)

  1. One day workshop on Natural Language Processing organized by Dept of IT Kannur university (1st August, 2022)
  2. Training programme on Machine Learning – A Practical Approach organized by the Dept. of Computer Science and Engineering, Universal Engineering College, Thrissur (6-8 May, 2022)
  3. Talk on Encoder-Decoder network with Attention mechanism, Transformer networks and BERT embedding with Hands-on as part of CSI sponsored One week Online Faculty Development Programme Advances in Natural Language Processing using AI organized by Vimal Jyothi Engineering College (17-18 March, 2022)
  4. Talk on Deep Learning and Natural Language Processing for Cybersecurity as part of the FDP on Cybersecurity and Artificial Intelligence with Hands-on training organized by Sharda University, Greater Noida (26 February 2022)
  5. Webinar on Introduction to Deep Learning organized by Sri Ramakrishna Institute of Technology, Coimbatore (30 December 2021)
  6. Talk on Machine Learning using Python organized as a part of Students training program by IEEE Madras section at Kalasalingam Academy of Research and Education (5 December 2021)
  7. Talk on Recent Trends in AI: NLP organized as part of Kerala Technological University sponsored Faculty Development Program on AI and AI and Data Science: A Pedagogical Approach at St. Joseph’s College of Engineering and Technology, Palai (13 August, 2021)
  8. Talk on Conditional Random Field organized as part of Faculty Development Program on Probabilistic Graphical Models by Center for Computational Engineering and Networking (CEN) (14 July 2021)
  9. Talk on Introduction to Machine Learning organized as part of National Webinar on Recent Trends in Applied Mathematics by Department of Applied Sciences and Humanities, Universal Engineering College, Thrissur (5 June, 2021)
    Talk on Introduction to NLP and Its Recent Advancements organized by IEEE Computer Society and Dept. of Computer Science and Engineering, Rajagiri School of Engineering and Technology, Kochi (21 April, 2021)
  10. Workshop on Machine Learning – A Practical Approach organized by Universal Engineering College, Thrissur (17, 18 and 24, April, 2021)
  11. Talk on Natural Language Processing and Its applications – Machine Learning/Deep Learning Perspectives as part of DTE sponsored Faculty Development Programme on Data Analytics and Biometric Systems organized by Department of Computer Science & Engineering, Rajiv Gandhi Institute of Technology, Kottayam (8-9, March 2021)
  12. Talk on Machine Learning and Deep Learning applications in Natural Language Processing as part of Faculty Development Programme on Artificial Intelligence in Natural language Processing at Muthoot Institute of Technology and Science, Puthenkurish, Kochi (10-11, February 2021)
  13. Session on Natural Language Processing (NLP) for Machine Learning as part of Faculty Development Programme (Online) Machine Learning and Deep Learning: A Hands -On Approach , Division of Electronics, School of Engineering, Cochin University of Science and Technology (12, December, 2020)
  14. Talk on Natural Language Processing as part of AICTE Sponsored Six days online STTP on “Supervised and Unsupervised Machine Learning using Google Cloud organized by Department of Electronics and Communications Engineering, RMK College of Engineering and Technology, Chennai (21 November, 2020)
  15. Talk on Natural Language Processing (with Hands-on) as part of AICTE Sponsored 6 days Short Term Training Program on Natural Language Processing organized by Dept. Information and Communication Technology, Manipal Institute of Technology, Manipal (16 November, 2020)
  16. Talk on Python for Data Sciences as part of AICTE-ATAL Sponsored FDP on Data Sciences organized by Dept. of Information Technology, National Institute of Technology-Karnataka, Surathkal (21 September, 2020)
  17. Faculty Development Program on Natural Language Processing organized by Dept. of Computer Science and Engineering, School of Engineering, Cochin University of Science and Technology (17-19, August, 2020)
  18. Introduction to NLP and Applications of NLP using Machine Learning as part of FDP on Deep Learning and Natural Language Processing organized by Dept. of CSE, Rajagiri School of Engineering and Technology (10 -11, August, 2020)
  19. Introduction to CNN and RNN and hands-on session organized by DSFA workshop at NIT Warangal (6th August, 2020)
  20. Webinar on Algorithms – Laws and Principles organized by World Malayalam Internet Association, (2nd and 5th July, 2020)
    Webinar on Natural Language Processing and It’s Applications organized by LBS College of Engineering, Kasargod (22 June, 2020)
  21. Talk on Artificial Intelligence in Language Technology organized by Government Engineering College, Thrissur (11 January, 2020)
  22. One day workshop on Deep Learning organized by KMCT College of Engineering co-organised by IEEE Malabar Subsection (18 December 2019)
  23. Talk on Long Short-Term Memory Networks as part of FDP on Deep Learning and Machine Learning Approaches and It’s Applications at National Institute of Technology, Calicut (12 December, 2019)
  24. Two day session on Natural Language Processing using Deep Learning and Machine Learning as part of FDP on “Natural Language Processing using Python” at Govt. Engineering College, Kannur (18-19 October, 2019)
  25. Talk on Deep Learning in Natural Language Processing at LBS College of Engineering, Kasaragod (10, July 2019)
  26. A Session on Natural Language Processing as part of Research Trends in Computer Science at Muthoot Institute of Technology and Science, Puthenkurish, Kochi (5 July 2019).
  27. Talk and hands-on session on Recurrent Neural Network and Long Short-Term Memory networks as part of National Level Faculty Development Program on Deep Learning Unfolded, Amrita School of Engineering, Amritapuri, Kollam (31 May, 2019).
  28. Talk and hands-on session on Natural Language Processing as part of Technical training on Machine Learning in Healthcare at Amrita Technologies, Amrita School of Engineering, Amritapuri, Kollam (1 June, 2019).
  29. Talk on Reinforcement Learning – assisted Dr. Soman K.P at Summer School on Deep Learning, National Institute of Technology-K Surathkal (20 May, 2019).
  30. Speaker session at Basecamp – Machine Learning and AI at upGrad, International Institute of Information Technology-Bangalore (11 May, 2019).
  31. Talk on Natural Language Processing and hands-on using Python as part of Two-day Workshop on Computational Linguistics at Amrita Vishwa Vidyapeetham, Bangalore Campus (30 March, 2019).
  32. Talk on Natural Language Processing at Muthoot Institute of Technology and Science, Puthenkurish, Kochi (22 February 2019).
  33. Hands-on session on Natural Language Processing as part of 3 Day FDP on Artificial Intelligence at MEA Engineering College, Perinthalmanna (17 Decemeber, 2018).
  34. Machine Learning, Deep Learning and Natural Language Processing from theory to practice using Python at Royal College of Engineering and Technology, Thrissur (11 – 12, October 2018).
  35. Faculty Development Program in Machine Learning at Ernad Knowledge City – Technical campus, Manjeri, Malappuram (18 July, 2018).
  36. Support Vector Machine (SVM) and Deep Learning (Theory and hand-on) as part of Faculty Development Program in Machine Learning at College of Engineering Thalassery (26 April 2018).
Miscellaneous

B. Conferences/Workshops/Webinars organized (Chairman/Convener)

    • Shared Task on Multimodal Sentiment Analysis in Dravidian Languages DravidianLangTech@ACL 2022 as part of the Second Workshop on Speech and Language Technologies for Dravidian Languages at the 60th Annual Meeting of the Association for Computational Linguistics
    • Shared task on Hate Speech and Offensive Content Identification (HASOC) in Dravidian languages at Forum for Information Retrieval Evaluation 2021
    • Shared task on Hate Speech and Offensive Content Identification (HASOC) in Dravidian languages at Forum for Information Retrieval Evaluation 2020

Reviewers (National/International Journals; Conferences) 

ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP), Journal of Intelligent and Fuzzy systems, PeerJ, Personal and Ubiquitous Computing, Springer, IETE Journal of Research, Journal of Intelligent Systems, Electronic Letters, Connection Science, Indonesian Journal of Electrical Engineering and Computer Science, Journal of Computational Social Science

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