Projects
Sensor‑Based Human Activity Classification on the PIRvision dataset — 99.26 % mean cross‑validated accuracy with a 1‑D CNN model
Multi‑Label Emotion Classification in English & Marathi Texts Using a Fine‑Tuned Transformer with Interpretability Analysis
Multi‑Domain Text Classification—achieved 99.66 % test accuracy with a Linear SVM model
Implemented the Research Paper "CellGAN: Conditional Cervical Cell Synthesis for Augmenting Cytopathological Image Classification" and extended for-
Interpretability by using LIME, GradCAM, and Integrated Gradient methods.
Experimented on Indigenous datasets
Developed GUI using Gemini API
An Ensemble Approach using RNN, LSTM, BiLSTM and DistilBERT for Sarcasm Detection in News Headlines
Disease Prediction by Using Different Machine Learning Algorithms in Performance Evaluation on Benchmark Datasets,
Raisin Classification by using Machine Learning Classifiers
Support Vector Machine Approach for CT Scan Image Classification of COVID-19
Research And Patents
Indian Patent with Application Number-201621037982 with Title 'SECURE TRANSPORT SYSTEM BY USING MESSAGING DEVICE' is published.
A. Shinde, 'COVID-19 Detection by Using Handcrafted Features Extracted From Chest CT-Scan Images,' 2023 6th International Conference on Information Systems and Computer Networks (ISCON), Mathura, India, 2023, pp. 1-5, doi: 10.1109/ISCON57294.2023.10112122.
Shinde, A., Bajaj, A., Abraham, A. (2023). 'Experimental Investigation of CT Scan Imaging Based COVID-19 Detection with Deep Learning Techniques' In: Abraham, A., Pllana, S., Casalino, G., Ma, K., Bajaj, A. (eds) Intelligent Systems Design and Applications. ISDA 2022. Lecture Notes in Networks and Systems, vol 717. Springer, Cham. https://doi.org/10.1007/978-3-031-35510-3_56
Book Chapter 'Insights into AI, Machine Learning and Deep Learning' is published in the CRC Press Book- Applied Artificial Intelligence: A Biomedical Perspective, Taylors and Francis, 1st Edition 2023, pp- 31-46, eBookISBN-9781003324430.
Book Chapter 'Cervical Cancer Screening Methods: Comprehensive Survey', is published in the CRC Press Book- Applied Artificial Intelligence: A Biomedical Perspective, Taylors and Francis, 1st Edition 2023, pp- 310-310, eBookISBN-9781003324430.
Aditya Shinde, et.al., 'Block chain based integrated data aggregation and segmentation framework by reputation metrics for mobile adhoc networks', Measurement: Sensors, Volume 27,2023,100803,ISSN 2665-9174,https://doi.org/10.1016/j.measen.2023.100803.
Shinde, A. (2024). Computer Vision-Based Autonomous Underwater Vehicle with Robotic Arm for Garbage Detection and Cleaning. In: Choudhury, T., Koley, B., Nath, A., Um, JS., Patidar, A.K. (eds) Geo-Environmental Hazards using AI-enabled Geospatial Techniques and Earth Observation Systems. Advances in Geographic Information Science. Springer, Cham. https://doi.org/10.1007/978-3-031-53763-9_16
Achievements
Secured All India Rank 23,351 with 98 percentile in JEE Main among 1.2 million candidates., 2020
Among the State top 2% in HSC (12th board examination)., 2020
GATE (DA)-2025 Score- 452, All India Rank- 3219
GATE (CSIT)-2025 Score- 390, All India Rank- 15856
Olympiads And Scholarships
Receiving the Monthly Fellowship from the Ministry of Education
Secured All India Rank 363 in ANTHE among 80 thousand candidates, 2018
Selected at IISER PUNE, 2020
One Bronze Medal in National Science Olympiad
One Bronze Medal in International Math Olympiad
Two Gold Medals National Cyber Olympiad
Successfully cleared round 1 of NEO(National Engineering Olympiad) 5.0, 2022
Secured All India Rank 481 in NEO(National Engineering Olympiad) 5.0 Round 2, 2022