sayakpaul / ml-deployment-k8s-fastapiLinks
This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.
☆217Updated 3 years ago
Alternatives and similar repositories for ml-deployment-k8s-fastapi
Users that are interested in ml-deployment-k8s-fastapi are comparing it to the libraries listed below
Sorting:
- Deploying PyTorch Model to Production with FastAPI in CUDA-supported Docker☆105Updated 3 years ago
- Demo Computer Vision Project☆62Updated 2 years ago
- Source of the FSDL 2022 labs, which are at https://github.com/full-stack-deep-learning/fsdl-text-recognizer-2022-labs☆82Updated last year
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.☆255Updated 9 months ago
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases wit…☆48Updated 3 years ago
- ☆48Updated last year
- A simple guide to MLOps through ZenML and its various integrations.☆187Updated last year
- Machine Learning Pipeline for Semantic Segmentation with TensorFlow Extended (TFX) and various GCP products☆96Updated 2 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆232Updated last year
- Learn how to create reliable ML systems by testing code, data and models.☆88Updated 2 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…☆46Updated 11 months ago
- Get your MLOps (Level 1) platform started and going fast.☆122Updated 2 years ago
- MLOps for Vision Models (TensorFlow) from 🤗 Transformers with TensorFlow Extended (TFX)☆115Updated 2 years ago
- Learn how to monitor ML systems to identify and mitigate sources of drift before model performance decay.☆89Updated 2 years ago
- BentoML Example Projects 🎨☆137Updated 6 months ago
- A repository for all ZenML projects that are specific production use-cases.☆269Updated last week
- Basic and advanced MLflow examples for many ML flavors☆230Updated last year
- Demo for CI/CD in a machine learning project☆108Updated 2 years ago
- Curriculum and roadmap from 0 to Mastery for MLOps. Adding value to your machine learning model by deploying it for people to use it to s…☆183Updated 3 years ago
- Simple and flexible ML workflow engine☆421Updated last year
- MLOps maturity assessment☆60Updated 2 years ago
- How to build and deploy an anonymization API with FastAPI and SpaCy☆71Updated 4 years ago
- Fine-tune an LLM to perform batch inference and online serving.☆112Updated 2 months ago
- In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits☆107Updated 3 years ago
- Practical Deep Learning at Scale with MLFlow, published by Packt☆161Updated last year
- Demo for Using GitHub Actions in MLOps☆40Updated 2 years ago
- A repository that showcases how you can use ZenML with Git☆69Updated 2 months ago
- Serving PyTorch models with TorchServe☆102Updated 2 years ago
- Simple web app example serving a PyTorch model using streamlit and FastAPI☆503Updated last year
- 🎲 A curated list of MLOps projects, tools and resources☆186Updated last year