Dr. Jayashree B. Jagdale

An academic with 25 years of teaching and research at premier engineering institutions across Mumbai and Pune. Her work in Natural Language Processing, Sentiment Analysis, and Sign Language Recognition bridges cutting-edge AI with inclusive, accessible technology. She holds a PhD in Computer Science & Engineering and serves as Assistant Professor at PICT, Pune, with research funded by RGSTC and Google and four patents to her name. Beyond the classroom, she mentors student innovators, judges international hackathons, and has delivered invited lectures as far afield as Waseda University, Japan.

Dr. Jayashree B. Jagdale
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Years of Teaching
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Patents Granted
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Publications
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Springer Book Chapters
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Academic Profile

Career & Education

Career History
Education
Jun 2011 – May 2025
Assistant Professor
PICT, Pune · IT Department
April 2022
PhD in Computer Science & Engineering
Pacific University, Rajasthan
Sentiment Analysis · First Class
Jan 2008 – May 2011
Lecturer
PICT, Pune
May 2011
M.E. in Information Technology
MITCOE, Kothrud, Pune
CGPA 7.7 · First Class
Jan 2001 – Dec 2006
Lecturer
K. J. Somaiya College of Engineering, Mumbai
May 1999
B.E. in Computer Engineering
MGM College of Engineering, Navi Mumbai
69.54% · First Class
2000 – 2007
Lecturer
MIT COE · BVP COE · SPCE, Mumbai
May 1995
Diploma in Computer Technology
Rural Polytechnic for Women, Pravaranagar
74.69% · First Class
May 1992
S.S.C.
Jnana Prabodhini Navnagar Vidyalaya, Nigadi, Pune
84.14% · First Class with Distinction
Funded Research

Research Projects

Multidisciplinary research at the intersection of NLP, computer vision, and accessible technology, funded by government bodies and global technology leaders.

★ RGSTC Funded · Co-PI

An E-Learning, Recognition & Assessment Platform in Indian Sign Language

A comprehensive platform enabling Indian Sign Language (ISL) learning, recognition, and assessment using 3D-CNN, GRU, Vision Transformers, and GANs, targeting hearing-impaired learners across India. Delivered as the YouTube channel ISL-Smart-Learn and the QuizAid platform.

PIDr. R. Sreemathy, PICT Pune
Co-PIDr. Jayashree B. Jagdale
Sanction₹ 97,99,691
DurationNov 2020 – Dec 2025
StatusDPP 237, Sr. No. 127, RGSTC Sanctioned 2025
▶ ISL-Smart-Learn YouTube Related Publications
Google Collaboration

Marathi Hate Speech Detection Dataset

Contributed to Google's Marathi language NLP initiative by developing a structured hate speech detection dataset containing 700 annotated words across 7 categories (100 words/category), each with linguistic characteristics for downstream NLP model training.

DomainNatural Language Processing · Hate Speech Detection
LanguageMarathi
Dataset700 words · 7 categories
CollaboratorGoogle India
Related Publications
Research Output

Publications

40+ indexed research articles across Scopus, Web of Science, Springer, and IEEE, spanning NLP, Sign Language AI, Computer Vision, and Sentiment Analysis.

MapReduce Framework-based Sentiment Analysis of Twitter using Hierarchical Attention Network
Jagdale, J., Sreemathy, R., Jagdale, B., Ghag, K.
Social Network Analysis and Mining, Springer2024SpringerWoSScopus
Dynamic Bi-Handed Sign Recognition using 3D-CNN and GRU for Indian Sign Language
Naqvi, S.F., Ramteke, S.H., Sreemathy, R., Jagdale, J., Sayed, A.A.
Automatic Control and Computer SciencesAccepted 2024Scopus
Indian Sign Language Recognition using GAN & Ensemble Methods
Shirude, R., Khurana, S., Sreemathy, R., Turuk, M., Jagdale, J., Chidrewar, S.
Automatic Control and Computer SciencesAccepted 2024Scopus
MR ProGradeNet: Multi-Resolution Deep Learning for Prostate Cancer Grading
Ghag, K.V., Jagdale, J., Vyawahare, M.
Seminars in Ultrasound, CT and MRI, ISSN 0887-21712026Scopus
Novel Deep Learning Multimedia Video Retrieval using Mayfly Optimization
Kaushik, R. et al., Jagdale, J.
International Journal of Information Technology, SpringerJan 2025SpringerScopus
Optimization Driven Actor-Critic Neural Network for Sentiment Analysis
Jagdale, J., Emmanuel, M.
VINE Journal of Information and Knowledge Management Systems, Emerald2019EmeraldSCIScopus
Gradient Descent based SVM for Sentiment Classification
Jagdale, J., Emmanuel, M.
Test Engineering and Management, ISSN 0193-41202020Scopus
Design & Implementation of Grievance Filing using Automatic Text Classification
Sawant, S., Shinde, M., Siddham, S., Watpade, N., Jagdale, J.
International Journal of Innovative Technology and Exploring Engineering (IJITEE)2020Scopus
Hybrid Sentiment Analysis: Survey of Approaches & Techniques
Jagdale, J., Emmanuel, M.
Journal of Applied Science and Computation, Vol. 6(5)2019UGC
Parallel Approach for Content-Based Medical Image Retrieval using MapReduce
Emmanuel, M., Babu, D.R.R., Jagdale, J., Game, P., Potdar, G.P.
Journal of Computer Science, Vol. 6(11)2010Scopus
View all publications on Google Scholar →
Indian Sign Language Recognition using Hybrid Deep Learning Architecture
Authors incl. Jagdale, J.
ICONAT 2024, IEEE2024IEEE
Sign Language Recognition using Vision Transformer (ViT)
Authors incl. Jagdale, J.
INDICON 2023, IEEE2023IEEE
Machine Learning in Emotion Classification from Physiological Signals
Authors incl. Jagdale, J.
ICACCS 2023, IEEE2023IEEE
YOLO Performance Comparison for Object Detection in Real-World Scenarios
Authors incl. Jagdale, J.
Procedia Computer Science, Elsevier2025ElsevierScopus
Blockchain-Based Authentication System for Secure Academic Records
Authors incl. Jagdale, J.
ICBDS 2024, IEEE2024IEEE
Voice-Based Smart Assistant for Vehicles using NLP
Authors incl. Jagdale, J.
ICCINS 2023, IEEE2023IEEE
Real-Time Indian Sign Language Recognition using CNN and MediaPipe
Authors incl. Jagdale, J.
INCOFT 2022, IEEE2022IEEE
Hybrid Corrective Critic Neural Network for Sentiment Analysis
Jagdale, J., Emmanuel, M.
ICECA 2019, IEEE2019IEEE
View all conference papers on Google Scholar →
Pose-Driven Interpretation of Written Text for Indian Sign Language
Joshi, A., Sreemathy, R., Turuk, M., Jagdale, J.
ITAI 2025, Lecture Notes in Networks and Systems Vol. 1505, Springer2026Springer
Dynamic ISL Sentence Captioning using Spatiotemporal Features
Kulkarni, V.D. et al., Jagdale, J.
ICEEE 2024, Lecture Notes in Electrical Engineering Vol. 1295, Springer2025Springer
Light-Weight AI for Grocery Product Classification
Sreemathy, R. et al., Jagdale, J.
ICDSA 2024, Lecture Notes in Networks and Systems Vol. 1263, Springer2025Springer
Sentimental Evaluation of Sensitive Tweets using Deep Learning
Jagdale, J., Reha, A.Y., Emmanuel, M.
Advances in Intelligent Systems and Computing Vol. 1415, Springer2022Springer
Deep Learning Models for Marathi Text Classification
Kulkarni, A. et al., Jagdale, J.
Lecture Notes in Networks and Systems Vol. 237, Springer2022Springer
Lightweight Machine Learning Models for Speech Emotion Recognition
Dhondge, S. et al., Jagdale, J.
Advances in Intelligent Systems and Computing Vol. 1387, Springer2022Springer
Amalgamate: An Integrated Communication Centre for Android
Kamal, A. et al., Jagdale, J.
Advances in Intelligent Systems and Computing Vol. 131, Springer2012Springer
View all book chapters on Google Scholar →
Intellectual Property

Patents & IPR

Four patents spanning child safety, automotive safety, and smart logistics, reflecting applied innovation grounded in research.

Granted
Patent No. 6339785

Safety Strap for Children

Filed16 January 2024
Published16 February 2024
Granted15 December 2024
Published
Patent No. 202421013641

System and Method for Motor Vehicle Safety & Emergency Assistance

Filed26 February 2024
Published19 April 2024
Published
Patent No. 202421038441

Smart Courier System for Automatic Parcel Handling

Filed16 May 2024
Published14 June 2024
Registered
CBR No. 200942

Safety Ensuring Devices for Children

CBR Date19 January 2024
Pedagogy & Training

Teaching & Training

25 years of classroom innovation, blending active learning, flipped classrooms, and industry-connected expert sessions to shape the next generation of engineers.

Subjects Taught
Data Structures & AlgorithmsOperating SystemsDatabase ManagementSoftware EngineeringData Warehousing & MiningMachine LearningNatural Language ProcessingBig Data AnalyticsInformation Storage & RetrievalAnalysis of AlgorithmsOOP (C++ / Java)Compiler DesignComputer Networks
Innovative Methodologies
Flipped Classroom
Active Learning & Role Play
Case-Based Learning
Project-Based Learning
Outcome-Based Education
Educational Games
Storytelling & Narratives
Differentiated Teaching
Feedback-Based Methods
e-Content Development
Training Conducted
Reinforcement Learning Lecture, Waseda University, Japan (2025)
BOSIT Chairman, DSA/ADSA Sessions, IT Dept. PICT (2025)
IEEE Conference Session Chair, PCCOE (2024)
International Hackathon Judge, Techfiesta (2024, 2025)
DSA/DSAL Faculty Orientation Sessions, SPPU (2019)
FDP Presentations, Information Storage & Retrieval Lab, AVCOE
Data Mining & R Programming Workshop, FOSMOSIS, PICT
MySQL Sessions, STTP, K.J. Somaiya College, Ghatkopar
C++ Programming, Online Sessions, PICT
IUCEE Felder-Brent Effective Teaching, Passed with Distinction (93.06%)
Professional Achievements
CDAC Gold Certification, Training the Trainer in AI (FutureSkills PRIME)
NPTel: 9 Courses, LLMs, NLP, Big Data, Data Science, Data Mining
ATAL FDPs, Semantic Intelligence & AI, Nature-Inspired Optimization
AI/ML FDP, 10 days (Finland Labs / IIT Roorkee)
EMC Data Science & Big Data Analytics Certification
Tableau Training, 6 weeks (Internshala)
AICTE Series, Intelligent Automation, ML, Data Science (3 × 2-week programs)
PG Course: Foundation Algorithm-1, KRESIT, IIT Bombay
NEP 2020 Teachers Training, Malviya Missions (March 2024)
Grace Hopper Conference India 2018, ACM
Expert Sessions & Workshops Organised 30+
Testing Centre of Excellence, Pundalik Jumbad
Shape Up Introduction, Anuja Kelkar, Medidata
Graph Databases, Prithvi Jaunjale, Bajaj Finserv
Agile Development, Chaitanya Bankanhal, Avaya
LinkedIn Profile Building, Dhairya Gangwani, KPMG
Tableau Training, Rohit Chitale, Persistent Systems
FOSS Certificate Courses, IIT Bombay / FOSSMOSIS
Business Analytics & Intelligence Expert Session
IPR Awareness Sessions
AI Algorithm Introductions, Swanand Joshi
Hate Speech & Cyberbullying Expert Lecture
H5P Interactive Learning Objects Workshop
Professional Social Media Profiling
Software Engineering Tools, Jira, FastAPI
Blockchain Introduction, Alumni, PICT
Social Media Analytics, Amar Chandole, Facebook
Digital Transformation, AI/ML, IoT, AR/VR
Object-Oriented Compiler Construction, Vivek Kulkarni, Persistent
FOSSMOSIS 4-Day Workshop, Free Software Movement of India
Career in IT Talk, Vinit Tople, Amazon Seattle
Text Mining & ML Trends, Aditya Joshi, IIT Bombay
Sentiment Analysis Expert Session, Aditya Joshi, Sybase
Enterprise AI: Automation & Complexity
IUCEE Webinar Series, PG & Staff
Kahoot Formative Assessment Workshop
Adversarial Machine Learning Session
Data Structures Expert Sessions
Publication Ethics & Scientific Writing
Educational Content Creation, Dr. Yogendra Pal, H5P
NEP 2020 Faculty Sessions
ACM Learning Webinars & Technical Events
Recent Research Opportunities, Dr. Aditya Abhyankar, Dr. Abhijat Vichare
Voices

Testimonials

From students whose academic journeys she helped shape.

Get in Touch

Contact

Open to research collaborations, academic partnerships, speaking engagements, and mentoring opportunities. Based in Pune, Maharashtra and available globally.

Ambegaon Budruk, Pune 411046, Maharashtra, India

Professional Profiles

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