jonathanreadshaw / ServingMLFastCelery
Working example for serving a ML model using FastAPI and Celery
☆71Updated 2 years ago
Related projects: ⓘ
- Deploying PyTorch Model to Production with FastAPI in CUDA-supported Docker☆98Updated 2 years ago
- PoC with FastAPI and Celery to ML inference☆88Updated last year
- a docker image of the MLflow server component☆34Updated this week
- Deploy and scale machine learning models with FastAPI, Redis and Docker☆147Updated 2 years ago
- BentoML Example Projects 🎨☆134Updated 2 years ago
- Completely Scalable FastAPI based template for Machine Learning, Deep Learning and any other software project which wants to use Fast API…☆213Updated last year
- Kafka variant of the MLOps Level 1 stack☆22Updated 2 years ago
- style transfer web app [FastAPI + streamlit + Docker]☆121Updated 8 months ago
- In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits☆104Updated 2 years ago
- A task queue based on redis that can serve as a peak shaver and protect your app.☆39Updated 2 years ago
- Get your MLOps (Level 1) platform started and going fast.☆119Updated last year
- ⚠️ Development moved to Sourcehut☆51Updated last year
- Barebones Python FastAPI in Kubernetes☆130Updated 3 years ago
- A ready-to-run Docker container setup to quickly provide MLflow as a service, with PostgreSQL, AWS S3, and NGINX☆33Updated 11 months ago
- Template for data pipelines, ML workflows, API dev and monitoring☆46Updated 8 months ago
- Serving model through api. FastApi + PytorchLightning☆40Updated 7 months ago
- Serving large ml models independently and asynchronously via message queue and kv-storage for communication with other services [EXPERIME…☆15Updated 3 years ago
- deploying an ML model to Heroku with FastAPI☆48Updated 5 months ago
- ☆17Updated 10 months ago
- How to build and deploy an anonymization API with FastAPI and SpaCy☆69Updated 3 years ago
- Stream and process multiple videos in near real time using Kafka. The video frames are processed and a machine learning model does infere…☆55Updated 3 years ago
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases wit…☆42Updated 2 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆223Updated 7 months ago
- Sample apps for YouTube channel. Machine Learning, Web Development, Python.☆160Updated last year
- Slides and notebook for the workshop on serving bert models in production☆24Updated last year
- Repo for my personal site☆76Updated 2 years ago
- ☆53Updated 7 months ago
- This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.☆193Updated 2 years ago
- ☆20Updated 2 years ago
- A Streamlit component integrating Label Studio Frontend in Streamlit applications☆64Updated 2 months ago