https://github.com/achntj/resnet-audio-classifier-visualizer

Full-stack audio classifier with CNN visualization. PyTorch + FastAPI + Next.js
https://github.com/achntj/resnet-audio-classifier-visualizer

cnn fastapi nextjs pytorch resnet

Last synced: about 2 months ago
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Full-stack audio classifier with CNN visualization. PyTorch + FastAPI + Next.js

• Host: GitHub
• URL: https://github.com/achntj/resnet-audio-classifier-visualizer
• Owner: achntj
• Created: 2025-08-04T01:51:47.000Z (11 months ago)
• Default Branch: main
• Last Pushed: 2025-08-04T02:22:14.000Z (11 months ago)
• Last Synced: 2025-08-04T04:52:24.440Z (11 months ago)
• Topics: cnn, fastapi, nextjs, pytorch, resnet
• Language: TypeScript
• Homepage: https://cnn-audio-vis.vercel.app/
• Size: 75.2 KB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# AudioCNN Visualizer

Classify environmental sounds (ESC-50 dataset) using a PyTorch ResNet CNN and visualize how the model processes audio through layer activations.

**Stack**: PyTorch (Model) + FastAPI (Server) + Next.js (Visualization)

[More about this project](https://cnn-audio-vis.vercel.app/about) | [Try live demo](https://cnn-audio-vis.vercel.app)