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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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Riyaz Mohammed

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Open access 2022

Hybrid AI Architectures for Complex Decision Support Systems

This paper analyzes hybrid AI systems that combine symbolic approaches (rule-based reasoning, interpretability) with sub-symbolic methods (machine learning, neural networks) to improve flexibility and robustness and suggests future directions, including explainable AI and scalable distributed architectures.

Riyaz Mohammed, Pooja Agarwal · 0 citations
Open access 2020

A Comparative Study of Deep Learning Architectures for Image Classification

A comparative study of different deep learning architectures, including classical CNNs, deep hierarchical models, residual and dense networks, and compound-scaled architectures is presented, showing that deeper networks provide better representation, while residual connections and compound scaling improve training stab...

Riyaz Mohammed · 0 citations

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