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Krunal Panchal

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Review Open access Oct 2026

From Model Accuracy toWorkflow Reliability: A Practical Framework for Enterprise AI Systems

The predictive or generative capacity of a model isn’t enough for enterprise AI applications. Several factors can affect whether a user’s task succeeds: retrieval, enterprise data, orchestration, external tools, human approvals, and infrastructure. While a number of these dependencies are acknowledged in current standa...

Krunal Panchal, Nixalkumar Patel · 0 citations
Review Open access Aug 2026

AI-Based Skin Disease Classification Using Deep Learning Techniques

This paper presents a comprehensive deep learning-based framework for the automated detection and classification of skin diseases from dermoscopic and clinical images, built on the ResNet50 convolutional neural network architecture and evaluated using standard classification metrics.

Nisha Rajodiya, Shailendra Mishra, Sumitra Menaria et al. · 0 citations

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