Dr. SUMI M
Ph.D, MCA
Assistant Professor
Department of Computer Applications
About:
Dr. Sumi M is an Assistant Professor with 7 experience in teaching. Research contributions focus on developing
intelligent systems for farmer risk prediction using hybrid machine learning approaches, integrating techniques
such as CNN, GRU, and LSTM with advanced feature selection methods. Actively involved in teaching, student mentoring,
and academic activities, with a focus on providing clear understanding and practical knowledge.
Research Interests:
Artificial Intelligence, Machine Learning, Data Analytics, Hybrid Machine Learning Models
Key Words:
Farmer Risk Prediction, Machine Learning, Deep Learning, Artificial Intelligence, CNN, GRU, LSTM, Hybrid Models,
Feature Selection, Recursive Feature Elimination (RFE), Attention Mechanism, Data Analytics, Predictive Modelling,
Agricultural Data Analysis, Risk Assessment, Time Series Analysis, Classification Models
Area of Interest:
Data Science & Machine Learning, Computer Networks, Computer Architecture
RESEARCHER ID: 59296034600 (Scopus)
NCERC Unique Id: 3754
ORCID Profile: 0009- 0009-7807-9971
Google Scholar Profile:
https://share.google/73r6IlohNraBMKNTt
| Sl.No | Stream | Semester | Branch | Subject |
|---|---|---|---|---|
| 1 | MCA | 1 | MCA | Digital Fundamentals & Computer Architecture |
| 2 | Python Programming Lab | |||
| 3 | 2 | Advanced Computer Networks | ||
| 4 | Network & System Administration Lab | |||
| 5 | 3 | Data Science & Machine Learning | ||
| 6 | Data Science Lab | |||
| 7 | NCN | 1 | NCN | Health Informatics |
| Year | Title of Paper Conference/Journal Details |
|---|---|
| 2026 |
Vibe Coding in Practice: Motivations, Challenges, and a Future IJET |
|
Exploring Deep Learning And Machine Learning Approaches For Brain Haemorrhage Detection View Paper |
|
|
Rail Safe Vision: A Real-Time AI-Powered Railway Track Surveillance System IJFMR View Paper |
|
|
Blockchain Beyond Cryptocurrency: Advancing Decentralized Systems IJET |
|
|
Crop Yield Prediction Using Machine Learning Algorithms IJCRT View Paper |
|
|
AI-Driven Mental Health Monitoring and Mood Tracking Systems IJARESM View Paper |
|
|
Latent Subspace Alignment in Large Audio-Language Models IJRAR View Paper |
|
|
Edge AI: Embedded Intelligence for Decentralized Data Analytics IJRASET |
|
| 2025 |
A Hybrid GRU-CNN Deep Learning Approach For Accurate Farmer Risk Prediction International Journal of Intelligent Engineering and Systems (Scopus Indexed) DOI: 10.22266/ijies2025.0430.35 |
|
An Ecommerce Sentimental Analysis for Customer Product Reviews using Machine Learning IJRAR25A2865 |
|
|
Leveraging Big Data for Enhanced Weather Prediction and Flight Safety IJRASET67352 |
|
|
Leveraging AI for Blockchain Education and Cryptocurrency Risk Management IJCSP25B1036 |
|
|
V2V Communication IJRASET68177 |
|
|
Cyber Security Risks in Blockchain Technology View Paper |
|
|
Security Impacts of Edge Computing on Cloud Infrastructure IJFMR-39585 |
|
|
Smart Skin Technology for Advanced Robotic Interaction IJ-1003251007 |
|
|
Audio Visual Synchronization Review (Facial Expression & Lip Movements) JETIR2504066 View Paper |
|
| 2024 |
Innovative Approaches to Agricultural Risk with Machine Learning IJACSA – International Journal of Advanced Computer Science and Applications Vol. 15, 1074–1086 (Scopus Indexed) |
|
Empowering Farmers with AI: Risk Mitigation in Smart Irrigation Systems Proceedings of International Conference on Circuit Power and Computing Technologies (Scopus Indexed) |
|
|
Advancements in Cybersecurity for Connected Vehicles View Paper |
|
|
IoT-Enabled Smart Lighting Systems IJCRT2404070 View Paper |
|
|
Blockchain Fortified: Cybersecurity in Distributed Ledger Technology IJRAR24B1071 View Paper |
|
|
FIDO2 Passkey: The Passwordless Future IJRASET59504 View Paper |
|
|
Supply Chain Counterfeit Detection using Blockchain IJCRT2403920 View Paper |
|
|
Cogito Connect: AGI and IoT Integration IJ-0504241005 View Paper |
|
|
Mobile Based Women Safety Application JETIR2403837 View Paper |
|
| 2023 |
Sandbox: The Future Of Metaverse – A Secured Testing Framework IJCRT2303109 |
|
DNA Based Steganography for Information Security View Paper |
|
|
Electric Vehicle Technology Advancements and Future Prospects IJRASET50247 |
|
|
AI Chatbot using Natural Language Processing JETIR2303122 View Paper |
|
|
Brain Machine Interface: Paths, Dangers and Strategies IJREAMV09I0197106 |
|
|
Green Technologies for a Sustainable Future IJIRT 158635 View Paper |
|
|
Blue Brain Artificial Intelligence Technology IJRAR23A2290 |
|
|
Haptic Technology: Future of User Interaction JASC/4057 |
|
| 2022 |
Twitter Emotion Recognition Using Recurrent Neural Network IJ-2105220943 |
|
Xenobots: World’s First Living Robots Using AI JETIR2205639 View Paper |
|
|
Metaverse – Parallel Universe using AR, VR and Blockchain IJNRD181465 |
|
|
Securing NoSQL Databases (MongoDB & Cassandra) View Paper |
|
|
Smart Agriculture using IoT IJRAR22B2271 |
|
|
NoSQL Database Development (MongoDB) JETIR402710 View Paper |
|
|
Overview of Non-Fungible Tokens (NFT) View Paper |
|
|
DevOps for Collaborative Development in Agile IT View Paper |
|
|
Darknet and its Influence in Online Anonymity View Paper |
| Year | Title of the Book | ISBN No |
|---|---|---|
| 2024 | Advanced Computer Networks – An Academic Perspective | 978-81-966538-0-4 |
| Computer Architecture – An Academic Perspective | 978-81-966538-3-5 | |
| Computer Networking – A Beginner’s Guide | 978-81-966538-4-2 | |
| 2023 | Knowledge Discovery in Data – An Introduction to Data Mining | 978-81-959223-0-7 |
| Health / Nursing Informatics – An Academic Perspective | 978-81-959223-8-3 |