Converted from official tutorial
Tasks:
- Run the fastapi app:
python app.py
- Upload an image to classify, say a cat using the swagger docs url: /docs
- Deploy to AWS using the free tier and the AWS App Runner service
docker build .
Note this is your container name use: docker image ls
to find (replace id with your image id):
docker run -p 127.0.0.1:8080:8080 54a55841624f
Go to /docs url
- Watch PyTorch walkthrough on YouTube
- Watch GitHub Universe Talk: Teaching MLOps at scale with Github
- Building Cloud Computing Solutions at Scale Specialization
- Python, Bash and SQL Essentials for Data Engineering Specialization
- Implementing MLOps in the Enterprise
- Practical MLOps: Operationalizing Machine Learning Models
- Coursera-Dockerfile