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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Sairam Utukuru

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Conference Aug 2026

A Comparative Study of Deep Learning Models on Benchmark Datasets

This paper presents a systematic experimental study spanning the major paradigms of modern deep learning as implemented in a structured laboratory curriculum. Beginning with single-perceptron logic gates and multi-layer perceptrons (MLPs), the work progressively advances through Convolutional Neural Networks (CNNs) eva...

K. V. Shashank Yadav, Veda Sri M, Sairam Utukuru · 0 citations
Conference Jul 2026

A Comparative Study of Optimization Algorithms, Regularization Techniques, and CNN Architectures for CIFAR-10 Image Classification

In this paper, we perform a systematic empirical study of deep learning techniques on the CIFAR-10 image classification benchmark. We study three inter-related aspects of neural network design: (1) the relative impact of nine gradient descent optimisation algorithms on a baseline Multi-Layer Perceptron (MLP); (2) the e...

Akber Hussain, M. Sajid, Abdul Raheem et al. · 0 citations

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