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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

R. Rajesh

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Preprint Sep 2026

Multi-Task Bacterial Colony Detection and Classification Using YOLOv8 with Edge Optimization for Resource-Constrained Deployment

Manual counting and classification of bacterial colonies are critical yet labor-intensive tasks in microbiology, prone to human error particularly on densely populated plates. This work proposes a multi-task deep learning framework trained on the Annotated Germs for Automated Recognition (AGAR) dataset (18,000 images;...

Belaguppa Manjunath Ashwin Desai, R. Rajesh, S. Murthy et al. · 0 citations
Open access Jul 2026

Image Processing Using Machine Learning

By combining intelligent image analysis with automated learning and enhancement mechanisms, the Image Processing Using Machine Learning system aims to provide a reliable, efficient, and scalable solution suitable for healthcare diagnostics, surveillance systems, multimedia applications, autonomous vehicles, satellite i...

R. Rajesh, R. Aswini · 0 citations
Open access Jul 2026

Handwritten Digit Recognition Using Deep Learning

The Handwritten Digit Recognition System is a machine learning and deep learning–based project developed to accurately identify handwritten numerical digits from input images by using image processing techniques and a Convolutional Neural Network model trained on the MNIST dataset.

R. Rajesh, P. Sravani · 0 citations

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