https://github.com/ambidextrous9/logo-recognition-app-mlops

Logo Recognition App MLOps
https://github.com/ambidextrous9/logo-recognition-app-mlops

cicd cnn cnn-classification experiment-tracking gcp githubactions google-cloud-platform logo-detection mlflow mlops model-registry pytorch pytorch-lightning streamlit streamlit-webapp

Last synced: 2 months ago
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Logo Recognition App MLOps

• Host: GitHub
• URL: https://github.com/ambidextrous9/logo-recognition-app-mlops
• Owner: ambideXtrous9
• Created: 2024-10-09T18:57:05.000Z (8 months ago)
• Default Branch: main
• Last Pushed: 2025-01-14T11:08:42.000Z (5 months ago)
• Last Synced: 2025-02-02T15:56:46.649Z (4 months ago)
• Topics: cicd, cnn, cnn-classification, experiment-tracking, gcp, githubactions, google-cloud-platform, logo-detection, mlflow, mlops, model-registry, pytorch, pytorch-lightning, streamlit, streamlit-webapp
• Language: Python
• Homepage: https://logo-recognition-531308942761.asia-south1.run.app/
• Size: 37.1 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Logo-Recognition-App-MLOps

Logo Recognition App MLOps

App Link : [Logo Recognition](https://logo-recognition-531308942761.asia-south1.run.app/)

### **Web App**

![Screenshot from 2024-10-11 13-23-01](https://github.com/user-attachments/assets/9bc6b9f3-d5a7-499a-8e7a-42c8a2372007)

### **Architecture**

![LogoMlops](https://github.com/user-attachments/assets/5d0ebe69-2cdc-4629-a464-44a5c3180cba)

### **Tech Stack**  

**Web App:** Streamlit

**Model Build:** PyTorch, Google Colab

**Experiment Tracking and Model Registry:** MLflow  

**Data Storage:** Google Storage Bucket

**CI/CD Pieline:** GitHub, GitHub Actions

**Deployment:** Docker, Google Cloud Run, Google Compute Engine