This post was last updated on August 22nd, 2026

Dr. Jagruthi H.
Designation :Associate Professor
Area of specialization : Computer Science & Engineering
Date of Joining BNMIT : 20/01/2014
Nature of Association (Regular/Contractual/Adjunct) : Regular
E-mail Id : jagruthih@bnmit.in
No. of years of Experience : 12 Years 7 Months
Qualification
| Degree | Institution | Year of Passing |
| Ph.D | VTU, Belgaum | September 2022 |
| M.Tech (Computer Science And Engineering) | VTU, Belgaum | 2013 |
| B.E (Information Science & Engineering) | VTU, Belgaum | 2011 |
Experience : Teaching: 12 Years 7 Months
| SI. No. | Designation | Institution | Duration |
| 1 | Associate Professor Dept. of ISE | BNMIT, Bangalore, India | Feb 2023-till date |
| 2 | Assistant Professor Dept. of ISE | BNMIT, Bangalore, India | Jan 2014- Jan 2023 |
Awards and Achievements
- Received certificate of appreciation for elevation to the grade of IEEE Senior Member on August 1st 2026.
- Received certificate of appreciation for Contributing as jury member for the event “Front End Fenzy” under the domain Technical held on 13/5/206 at Global Academy of Technology, Bangalore.
- Received certificate of appreciation for completing Master Trainer Program “LLM for Young Developers”, a 10-hour Faculty Development Program conducted under the Yuval initiative for Skilling and Capacity Building, supported by IndiaAl (Meity) and AICTE from 28th to 30th January 2026.
- Received certificate of appreciation in attending the AI Immersive Day and demonstrating
- commitment to advancing knowledge in the field of Artificial Intelligence, TCS APEX FDP AI Immersive Day- 04th Feb 2026.
- Letter of appreciation for university collaborations in delivering useful outcomes in the pilot Research projects of 3D Wayfinder from Robert Bosch on September 10th 2025.
- Received certificate of appreciation in contribution and mentorship support in delivering the outcome for the Project “AI assisted Software Engineering”.
- Received certificate for participating as a Faculty Coordinator for E-Pitching session on 18th and 19th February 2025 of the school Innovation contest & school innovation Marathon, Ministry of Education’s Innovation cell, Government of India.
- Received certificate of excellence from Samsung Prism for the worklet Create ASN decoder after parsing 38.331 and 36.331.
- Letter of Appreciation , “Academic Performance” – BNMIT for the year 2022-23 and 2023-24.
- Awarded Certificate of Appreciation from Samsung R&D Institute India for successfully mentoring students to complete worklet Create ASN decoder after parsing 38.331 and 36.331 project from June 2023 to March 2024.
- Received appreciation for evaluating ideas presented in Internal – KAVACH 2023. Cybersecurity Hackathon conducted by Department of AIML on 11/4/2023.
- Received appreciation as Primary Evaluator in Toycathan 2021 conducted by Ministry of education innovation cell, government of India.
- Received appreciation for conduction of Skill Development Program on Computer Networks from 29/7/2020 to 17/8/2020.
Invited Talks Delivered
- Delivered a Talk on “Data Science Using Python” for students organized by Annapoorna college of Engineering, Salem on November 29th and 30th 2025.
- Delivered a Talk on Refresher Course (ONLINE MODE) on the theme of AI, Computational Intelligence and Security on 22 Nov 2023.
- Delivered a Talk on “Wireshark and open SSL” under webinar series ON “Cyber Security and Related Technologies” on 8 Dec 2020.
Academic Positions and other Responsibilities (Institute and Department Level)
Institute Level
- SPOC for Salesforce Developer
- Faculty Advisor for IEEE- Information Theory Society Chapter (ITS).
- SPOC for Infosys Springboard.
- SPOC for e-Yantra lab set up initative
- Research Advisory Board Member.
- Google Developer Student Club- Faculty Advisor for the period 2023-2024.
- Nexus club coordinator from 2024-25 to till date.
Department Level
- BOS member
- NBA Coordinator
- Counsellor
- Research coordinator for Information science & Engineering Department, BNM Institute of Technology
- Scrutinizer
Reviewer at National/International Conference/Seminars
- Received Appreciation for serving as a Reviewer for the 2nd International Conference on “Next-Gen Semiconductor Devices, Materials and Smart Computing Applications” [ICNGSMCA-26] organized by Cambridge Institute of Technology, K R Puram, Bengaluru on 24th & 25th of July 2026.
- Received Appreciation for serving as a peer Reviewer at 4th IEEE International Conference on “Women in Innovation, Technology and EntrePreneurship” IEEE ICWITE-2026,at BMS College of Engineering, banagalore organized by the IEEE women in Engineering Affinity Group Bangalore Section.
- Received Appreciation for chairing a session in 4th IEEE International Conference on “Intelligent and Innovative Technologies in Computing, Electrical and Electronics” ICIITCEE-2025, organized by Department of ECE & EEE, BNMIT, Bengaluru, during 22nd and 23rd January 2026.
- Contributed as a reviewer in International Conference on Recent Innovations in Engineering science & Technology- (ICRIET-2025)” organized by K S Institute of Technology Bengaluru during 9th and 10th May 2025.
- Received Appreciation for chairing a session in 3rd IEEE International Conference on “Intelligent and Innovative Technologies in Computing, Electrical and Electronics” ICIITCEE-2024, organized by Department of ECE & EEE, BNMIT, Bengaluru, during 16th and 17th January 2025.
- Contributed as a reviewer for 3rd IEEE International Conference on Intelligent and Innovative Technology Computing, Electrical and Electronics organized by BNMIT Bengaluru during 16th and 17th January 2025.
- Reviewer at IEEE International Conference on Intelligent and Innovative Technologies in Computing.
- Reviewer at CMC Computers, Materials & Continua, Technical science Press.
Professional Memberships
- Institute of Electrical and Electronics Engineers (IEEE)- 96532066
- The Indian Society for Technical Education (ISTE) Life Member – LM133051
- The Institute of Engineers (India) Associate Member-AM1942916
FDP/Workshops /Seminars Organized
- Organized 5 days FDP on “Generative AI for Educators: Leveraging IBM AI Technologies in Teaching, Learning, & Research” from 10th to 14th August 2026.
- Organized a 1-day Carverse Hackathon 2026 on “Build the Future of Interactive Automotive Commerce” on 15th July 2026 conducted under Information Theory Society Chapter (ITS).
- Organized an inauguration of IEEE- Information Theory Society Chapter (ITS) conducted by Department of Information science & engineering at BNMIT on 5/6/2026.
- Organized a One-day workshop on “Principles of Large Language Models: Attention Transformers, and emerging capability” on 29th January 2026 conducted under ACM student Chapter.
- Organized a One-day workshop on “Automation and AI on the cloud Opportunities for Next-Gen Engineers” on 11th August 2025 conducted under Institution of Engineers student Chapter.
- Organizer for two days ATAL FDP on “Next-Gen Transportation: Artificial Intelligence for Self-Driving Cars” from 21st to 26th July 2025, conducted by Department of Information science & engineering in association with Robert Bosch Private Limited sponsored by ATAL at BNMIT.
- Organized a Two-day workshop on “Cyber Security” on 17th and 18th March 2025 conducted under ISTE student Chapter.
- Organized a Five-day workshop on “Augmented Reality and Virtual Reality” on 27th to 31st January 2025 conducted under ISTE student Chapter.
- Organized two-day “International conference on Computing and Intelligent Information systems (ICCIIS-2024)”, on April 19th and 20th
- Organized a Two-day workshop on “Data Science using Python” on 7th and 8th June 2023 conducted under Institution of Engineers student Chapter.
- Organized a one-day workshop on “Blockchain Technology & its Applications” on 16th May 2023 conducted under Institution of Engineers student Chapter.
- Organizer for ATAL FDP on “BlockChain and its Use cases” from 18th Jan 2021 to 22nd Jan 2021.
- Organizer for two days National level workshop on “Mobile control Robotics” from 15th to 16th February 2019, conducted by Revert Technology Pvt. Ltd. & Finland Labs at BNMIT.
Expertise/Subjects handled
Under Graduate:
- Agile Methodologies
- Data science using Python
- Cloud Computing & its Applications
- Cyber Security
- Salesforce Developer
- Application Development using Python
- Python Application Programming
- Software Testing
- Computer Networks
- Management and Entrepreneurship
- Management Information systems
- Software Architecture
- Discrete Mathematical Structures
- Information and Network Security
Research Interest:
- Wireless Networks
- IoT security
- Deep Learning
Patents
- Filed a Design patent on “Real Time Warehouse Tracking Device” on 22nd May 2025.
- Filed and Published a Design patent on “Smart Cradle for Baby Monitoring” on 6/4/2024, Patent no. 412816-001
- Filed and Published a Design patent on “Controller for Electronic Device” on 5/11/2023, Patent no. 399245-001
Copyright
- Copyright on Intelligent Art Transformation Using Conditional Gans For Image Classification, Sketch To Image Synthesis And Object Detection.
Funded Projects:
- Guided a funded project “Drones in Forest Fire Mitigation” by IEDC, DST, Govt. of India, 2023-2024.
Journals
- Anusha sanjana,Divyashree, Jagruthi H, “PawSync: Smart Automatic Pet Feeder”, International Journal of Engineering, Research & Technology (IJERT),Volume 15, ISSN (Online):2278-0181, Issue 5, May 2026.
- Sanjana,Nidhi P Naik, Vishwas Bhusnoor, Jagruthi H, “Digital Restoration of Indian Traditional Paintings”, International Journal of Engineering, Research & Technology (IJERT),Volume 15, ISSN (Online):2278-0181, Issue 5, May 2026.
- Shashwath D U, B S Ullas, Karthikey Joshi, Jagruthi H, “Biometric-Based Payment for Microtransaction using Elliptic Curve Cryptography”, International Journal of Engineering, Research & Technology (IJERT),Volume 15, ISSN (Online):2278-0181, Issue 5, May 2026.
- Rekha K S, Bhat Geetalaxmi Jairam, Jagruthi H, Shashank Dhananjaya, Sonika Sharma D, Suhaas K P, Rakhi Krishna C R, Sunitha R. (2025). A blockchain-enabled GNN framework for secure routing in IoT networks. International Journal of Safety and Security Engineering, Vol. 15, No. 9, pp. 1873-1883. https://doi.org/10.18280/ijsse.150911.
- Ronihal, S.S., Nandini, G., Kavya, N.L., Jagruthi, H., Laxmi, V., Divyashree, S.R. (2025) “AI-driven IoT framework for advanced cardiac monitoring and analysis” Ingénierie des Systèmes d’Information, Vol. 30, No. 7, pp. 1805-1812. https://doi.org/10.18280/isi.300713.
- Shwetha, G.N., Dhananjaya, S., Jagruthi, H., Rekha, K.S., Pankaja, R., Kumar, A.P., Mahesh, R. (2025) “A hybrid CNN-BiLSTM model for minimizing packet loss in IoT-enabled wireless sensor networks” Ingénierie des Systèmes d’In formation, Vol. 30, No. 6, pp. 1483-1490. https://doi.org/10.18280/isi.300607.
- BG Adith Prajwal, Shreyas R, Jagruthi H, “Optimized Algorithmic Models Fundraise And M&A Strategies In Investment Banking”, International Research Journal of Modernization in Engineering Technology and Science, Volume:07/Issue:04/April-2025.
- Medam Naga Akshai, Saif Ali Zaidi, Dr.Jagruthi H, “Review On Inventory Management With RFID”, International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 5, page no.e470-e474, May-2024. https://www.jetir.org/papers/JETIR2405454.pdf
- R Mohit Sai Reddy, Sharath B, Dr.Jagruthi H, “Gesture And Voice Recognition System Using Deep Learning To Control Iot Applications: A Literature Survey”, International Journal for Research Trends and n (ijrti.org), ISSN: 2456-3315, Volume 9, Issue 5, page no.263-267, May-2024. https://www.ijrti.org/papers/IJRTI2405039.pdf
- BG Sanchita, Druthi K N, Jagruthi H, “Ensemble Deep Learning Model for Heart Failure Prediction from Real Healthcare Records”, International Scientific Journal of Engineering and Management (ISJEM) ISSN:2583-6129, (May-June 2024), Impact Factor: 6.674. DOI:10.55041/ISJEM01702
- Avinash Rajendra Deshpande, Tarun Prabhu, Dr. Jagruthi H, “Enhancing DDoS Detection and Mitigation in Software-Defined Networks: A Literature Survey”, International Journal for Research Trends and Innovation May 2024, ISSN No: 2456-3315, Impact Factor: 8.14. http://www.ijrti.org/papers/IJRTI2405038.pdf
- Lalitha, Jagruthi H, Laxmi V, Dibyhash Bordoloi, N. Alangudi Balaji, Ramesh Singh Rawat, “Use Of Machine Learning And Deep Learning Techniques To Predict Cases Of Hospitalizations Caused By Dengue”, 2023 International Conference on Advances in Computing, Communication and Applied Informatics (ACCAI), Chennai, India, 2023, pp. 1-7, doi: 10.1109/ACCAI58221.2023.10199840.
- Mekala K, Laxmi V, Jagruthi H, Shiv Ashish Dhondiyal, Sridevi.R , Amar Prakash Dabral, “Coffee Price Prediction: An Application Of Cnn-Blstm Neural Networks”, 2023 International Conference on Advances in Computing, Communication and Applied Informatics (ACCAI), Chennai, India, 2023, pp. 1-7, doi: 10.1109/ACCAI58221.2023.10199369.
- Y. Nayak, Vaishnavi. G. Rao and Jagruthi. H, “Drones in Forest Fire Mitigation”2023 3rd International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME), Tenerife, Canary Islands, Spain, 2023, pp. 1-7, doi: 10.1109/ICECCME57830.2023.10252566.
- Lalitha, Jagruthi H, Laxmi V, Dibyhash Bordoloi, N. Alangudi Balaji, Ramesh Singh Rawat, “Use Of Machine Learning And Deep Learning Techniques To Predict Cases Of Hospitalizations Caused By Dengue”, 2023 International Conference on Advances in Computing, Communication and Applied Informatics (ACCAI), Chennai, India, 2023, pp. 1-7, doi: 10.1109/ACCAI58221.2023.10199840.
- Deepashri D, L S Dirick, Dr.Jagruthi H., “A QUALITATIVE ANALYSIS OF ML METHOD IN FRUITS ADULTERY AND FOCUS ON FRUIT ADULTERATION DETECTION”, International Journal of Research and Analytical Reviews (IJRAR) UGC Approved – Journal No: 43602 & 7.17 Impact Factor Volume 10 Issue 2 May 2023, Date of Publication: 22-May-2023.
- Likith Gowda S, Rini Sharma, Dr. Jagruthi H, “ANOMALY DETECTION IN NETWORK TRAFFIC USING DEEP LEARNING TECHNIQUES”, Journal of Emerging Technologies and Innovative Research (JETIR) UGC Approved (Journal No:63975) & 7.95 Impact Factor Published in Volume 10 Issue 5, May-2023 | Date of Publication: 2023-05-23.
- Likhith N.G, Uzair Alam, Dr. Jagruthi H, “LEUKEMIA CANCER DETECTION USING DEEP LEARNING” in International Research Journal Of Modernization In Engineering Technology And Science (IRJMETS), Volume 05, Issue 05, May 2023.
- Jagruthi.H, Dr. Kavitha.C and Manjunath Mulimani “Network Intrusion Detection using Fusion Features and Convolutional Bidirectional Recurrent Neural Network”, published in International Journal of Computer Applications in Technology, Published Online: October 6, 2022 pp 93-100. https://doi.org/10.1504/IJCAT.2022.126095. H-Index 27, ISSN 1741-5047 Q3 SJR 0.29. Scopus Indexed Journal/Q3.
- Adithya M, Jagruthi H, Raghavendran R, Rajat M Jain., “VIDEO SEARCH USING SCENE ANALYSIS” , Journal of Huazhong University of Science and Technology VOLUME 50 ISSUE 07 – 2021, ISSN-1671-4512. Scopus/6.2/Q4.
- Jagruthi H, Aishwarya A, Jatin Rajpal, Kaushal Kumar, Rakshitha K R, “Chest Disease Prediction of 14 class Disease Using Deep Convolutional Neural Network ” , Journal of Huazhong University of Science and Technology VOLUME 50 ISSUE 07 – 2021, ISSN-1671-4512. Scopus/6.2/Q4.
- Published a paper entitled “Defense System against Application Layer DDoS attacks with Data Security”, International Research Journal of Engineering and Technology (IRJET),Volume 6(6), e-ISSN:2395-0056 p-ISSN:2395-0072, June 2019.
- Published a paper entitled “Authorship Attribution using Stylometry”, International Research Journal of Engineering and Technology (IRJET),Volume 5(5), e-ISSN:2395-0056 p-ISSN:2395-0072,May 2018.
- Published a paper entitled “Integration of WSN with IOT: A Review on Security Issues”, International Journal of innovative Research in Science, Engineering and Technology ISSN: 2319-8753, Volume-7, Issue-5, May-2018.
- Published a paper entitled “Intrusion detection for wormhole attack” International Research Journal of Engineering and Technology (IRJET),Volume 7, e-ISSN:2395-0056 p-ISSN:2395-0072, Issue 8, August 2020.
International Conference
- Neha S N, M Deepthi, H Nandik Pranaj, Thanmay MG, Jagruthi H, Saritha Chakrasali has presented the paper titled “Intelligent File Integrity Monitoring Through Hybrid Cryptographic Verification and Pretrained Machine Learning” in the 12th International Conference on Electronics, Computing and Communication Technologies, IEEE CONECCT organized by IEEE Bangalore Section at The Chancery Pavilion, Residency Road, Bengaluru, India during July 02-05, 2026.
- Anirudh Kulkarni, Jayanth V, Vandana B R, Jagruthi H, Kavya N L, “Privacy-preserving Hybrid Machine Learning Approach for Real-Time Phishing Website Detection”, 1st International conference on Innovation and growth in Next-Gen Intelligent Technology & Engineering (IGNITE-2026) organized by K J College of Engineering and Management Research,Pune , on June 17-19, 2026.
- Sindhu N, Jagruthi H, Shriram Pai, Chiranth S, Aishvarya V, Pavan J , “Securing Agentic AI via Hybrid CNN-Transformer Detection and Cryptographic Intent Binding”, 6th International conference on Smart Data Intelligence (ICSMDI-2026) organized by Kongunadu College of Engineering and Technology , Trichy, Tamil Nadu , India on February 27-28, 2026
- Received Appreciation for chairing a session in 4th IEEE International Conference on “Intelligent and Innovative Technologies in Computing, Electrical and Electronics” ICIITCEE-2025, organized by Department of ECE & EEE, BNMIT, Bengaluru, during 22nd and 23rd January 2026.
- Contributed as a reviewer in International Conference on Recent Innovations in Engineering science & Technology- (ICRIET-2025)” organized by K S Institute of Technology Bengaluru during 9th and 10th May 202
- Received Appreciation for chairing a session in 3rd IEEE International Conference on “Intelligent and Innovative Technologies in Computing, Electrical and Electronics” ICIITCEE-2024, organized by Department of ECE & EEE, BNMIT, Bengaluru, during 16th and 17th January 2025.
- Contributed as a reviewer for 3rd IEEE International Conference on Intelligent and Innovative Technology Computing, Electrical and Electronics organized by BNMIT Bengaluru during 16th and 17th January 2025.
- Kaushal A N, Karthik N G, Prajwal Harish, Jagruthi H, “Automated Parsing and Comparative Analysis of ASN.1 Structures in 3GPP Standards”, 2025 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics- ICIITCEE2025, 16th and 17th January organized by BNM Institute of Technology, Bangalore.
- Laxmi V, Jagruthi H, Srilatha Chahna Nallamalli, Akanksha Tiwari, “Intelligent Art Transformation using Conditional GANs for Image Classification, Sketch-to-Image Synthesis and Object Detection”, International conference on computing and Intelligent Information Systems- ICCIIS-2024, 19th and 20th April 2024 organized by BNM Institute of Technology, Bangalore. https://doi.org/10.1201/9781003565024
- Lalitha, Jagruthi H, Laxmi V, Dibyhash Bordoloi, N. Alangudi Balaji, Ramesh Singh Rawat, “Use Of Machine Learning And Deep Learning Techniques To Predict Cases Of Hospitalizations Caused By Dengue”, IEEE Conference on Advances in computing, communication, and Applied Informatics-ACCAI2023, 25th and 26th May 2023 organized by St. Joseph’s College of Engineering, Chennai, India.
- Mekala K, Laxmi V, Jagruthi H, Shiv Ashish Dhondiyal, Sridevi.R , Amar Prakash Dabral, “Coffee Price Prediction: An Application Of Cnn-Blstm Neural Networks”, IEEE Conference on Advances in computing , communication, and Applied Informatics-ACCAI2023, 25th and 26th May 2023 organized by Joseph’s College of Engineering, Chennai, India.
- Vaishnavi G Rao, Vaishnavi Y Nayak, Dr. Jagruthi H, “Drones in Forest Fire Mitigation” is accepted in the 3rd International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME 2023) organized by Tenerife- Canary Islands Spain.
- Jagruthi. H, Dr. Kavitha.C, presented a paper entitled “A Novel framework for NIDS using Stacked Ensemble Learning” at the International Conference on Soft Computing for Security Applications(ICSCS-2021) organized by Dhirajlal Gandhi College of Technology, Salem, India during 10-11, June 2021.
- Jagruthi.H, Dr. Kavitha.C, presented a paper entitled “Analysis and evaluation of Machine learning classifiers for IoT Attack Dataset” at International Conference on Machine Learning and Autonomous Systems (ICMLAS-2021) organized by Rohini college of engineering & Technology, Tamilnadu, India on 24-25th September 2021.
- Presented a paper entitled “Secure and efficient data sharing and retrieving in cloud storage”, 3rd national Conference on Emerging trends in Electronics and communication Engineering (NCETEC-16) on 4th May 2016, BGSIT, Bellur.
- Presented a paper entitled “Forecasting of Rainfall using Predictive Analytics over India”, National conference on recent trends in Electronics and communication engineering, NHCE, Bangalore.
- Presented a paper entitled “Security architecture for insider Threat: A Survey”, National Conference on Recent trends in computer science and engineering, SBMJCE (Jain university), kanakapura.
- Presented a paper entitled “Defense measures for cyber attacks in power control systems”, 7th National Conference on Recent trends in computer science and engineering, SJBIT, Bangalore.
National Conference
- Lakshmi K.K., Jagruthi H, “Secure and efficient data sharing and retrieving in cloud storage”, 3rd national Conference on Emerging trends in Electronics and communication Engineering (NCETEC-16) on 4th May 2016, BGSIT.
- Jagruthi H “Forecasting of Rainfall using Predictive Analytics over India”, National conference on recent trends in Electronics and communication engineering, NHCE.
- Jagruthi H “Security architecture for insider Threat: A Survey”, National Conference on Recent trends in computer science and engineering, SBMJCE (Jain university).
- Jagruthi H “Defense measures for cyber-attacks in power control systems”, 7th National Conference on Recent trends in computer science and engineering, SJBIT.
Book / Book Chapters
- H Jagruthi, C Kavitha “A Novel Framework for NIDS Using Stacked Ensemble Learning” © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2022 G. Ranganathan et al. (eds.), Soft Computing for Security Applications, Advances in Intelligent Systems and Computing 1397, https://doi.org/10.1007/978-981-16-5301-8_9.
- Jagruthi, H., Kavitha, C. (2022). Analysis and Evaluation of Machine Learning Classifiers for IoT Attack Dataset. In: Chen, J.IZ., Wang, H., Du, KL., Suma, V. (eds) Machine Learning and Autonomous Systems. Smart Innovation, Systems and Technologies, vol 269. Springer, Singapore. https://doi.org/10.1007/978-981-16-7996-4_34.
Hobbies
- Cooking
- Listening to music
- Travelling
- Trekking
- Gardening


