New tool visualizes deep learning math in Microsoft Excel

Researchers have developed "The Architect," a system that integrates deep learning mathematics directly into Microsoft Excel. This tool allows users to define neural networks in a table, generating an Excel workbook that visualizes the forward and backward passes, including parameter updates. The system exposes matrices, activations, losses, and gradients as editable spreadsheet regions, enabling interactive exploration of concepts like learning rates and vanishing gradients. The Architect also generates corresponding PyTorch code snippets to bridge the gap between mathematical formulas and implementation. AI

IMPACT Enables interactive exploration of deep learning concepts for educational and diagnostic purposes.

RANK_REASON The cluster describes a research paper detailing a new system for visualizing deep learning mathematics. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

• alphaXiv
• neural network
• arXiv
• CatalyzeX
• DagsHub
• deep learning
• Gotit.pub
• Hugging Face
• Microsoft Excel
• Mohammad Imrul Jubair
• PyTorch
• ScienceCast
• The Architect

• paper
• product

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