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Alaa Tharwat

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Review Open access Aug 2026

From Perceptrons to Convolutional Neural Networks: A Practical Tutorial on Spatial Deep Learning

This tutorial takes the reader on a historical and technical journey from the simple Perceptron (1958) to modern Convolutional Neural Networks (CNNs) that dominate spatial data processing (images and video) and connects foundational ideas to state-of-the-art deep learning, focusing on spatial data.

Alaa Tharwat · 1 citation

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