ming0070913 / example-ml-project
Deploying PyTorch Model to Production with FastAPI in CUDA-supported Docker
☆102Updated 3 years ago
Alternatives and similar repositories for example-ml-project:
Users that are interested in example-ml-project are comparing it to the libraries listed below
- This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.☆214Updated 2 years ago
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases wit…☆49Updated 3 years ago
- Completely Scalable FastAPI based template for Machine Learning, Deep Learning and any other software project which wants to use Fast API…☆221Updated 2 years ago
- In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits☆105Updated 3 years ago
- A multi-functional library for full-stack Deep Learning. Simplifies Model Building, API development, and Model Deployment.☆227Updated last month
- Working example for serving a ML model using FastAPI and Celery☆75Updated 3 years ago
- BentoML Example Projects 🎨☆138Updated 4 months ago
- Serving PyTorch models with TorchServe☆101Updated 2 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆233Updated last year
- a docker image of the MLflow server component☆36Updated last week
- Deploy and scale machine learning models with FastAPI, Redis and Docker☆150Updated 3 years ago
- "1 config, 1 command from Jupyter Notebook to serve Millions of users", Full-stack On-Premises MLOps system for Computer Vision from Data…☆44Updated 8 months ago
- ☆67Updated 5 years ago
- Example machine learning pipeline with MLflow and Hydra☆88Updated 2 years ago
- PoC with FastAPI and Celery to ML inference☆90Updated 2 years ago
- Machine Learning Pipeline for Semantic Segmentation with TensorFlow Extended (TFX) and various GCP products☆96Updated last year
- Metaflow tutorials for ODSC West 2021☆64Updated 3 years ago
- Practical Deep Learning at Scale with MLFlow, published by Packt☆159Updated last year
- Source of the FSDL 2022 labs, which are at https://github.com/full-stack-deep-learning/fsdl-text-recognizer-2022-labs☆80Updated last year
- Learn how to create reliable ML systems by testing code, data and models.☆86Updated 2 years ago
- Demo Computer Vision Project☆62Updated 2 years ago
- Kafka variant of the MLOps Level 1 stack☆24Updated 3 years ago
- ☆48Updated last year
- A repository that showcases how you can use ZenML with Git☆69Updated 9 months ago
- Serving TensorFlow models with TensorFlow Serving☆44Updated 3 years ago
- Katana project is a FastAPI template for ASAP 🚀 ML API deployment☆111Updated last year
- Project demonstrating dual model deployment scenarios using Vertex AI (GCP).☆35Updated 3 years ago
- mkdocs + material + cool stuff☆64Updated 2 years ago
- Management Dashboard for Torchserve☆120Updated 2 years ago
- Example project with a CNN to train a Pokémon type classifier, adapted for DTC workshop☆34Updated last year