kuutsav / mlopsLinks
Template for data pipelines, ML workflows, API dev and monitoring
☆44Updated 2 years ago
Alternatives and similar repositories for mlops
Users that are interested in mlops are comparing it to the libraries listed below
Sorting:
- In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits☆107Updated 4 years ago
- Best practices for engineering ML pipelines.☆36Updated 3 years ago
- Maternal Health Risk prediction MLOps pipeline☆46Updated 3 years ago
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases wit…☆49Updated 4 years ago
- How to build and deploy an anonymization API with FastAPI and SpaCy☆71Updated 4 years ago
- A MLOps platform using prefect, mlflow, FastAPI, Prometheus/Grafana und streamlit☆97Updated 3 years ago
- Slides and notebook for the workshop on serving bert models in production☆25Updated 3 years ago
- Deploy A/B testing infrastructure in a containerized microservice architecture for Machine Learning applications.☆40Updated 11 months ago
- 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.☆151Updated last year
- "1 config, 1 command from Jupyter Notebook to serve Millions of users", Full-stack On-Premises MLOps system for Computer Vision from Data…☆51Updated last year
- An end-to-end project on customer segmentation☆83Updated 3 years ago
- Using a feature store to connect the DataOps and MLOps workflows to enable collaborative teams to develop efficiently.☆56Updated 3 years ago
- Learn how to monitor ML systems to identify and mitigate sources of drift before model performance decay.☆92Updated 3 years ago
- A simple search engine to search medium stories built with streamlit and elasticsearch.☆40Updated 3 years ago
- Demo on how to use Prefect with Docker☆27Updated 3 years ago
- A PaaS End-to-End ML Setup with Metaflow, Serverless and SageMaker.☆37Updated 4 years ago
- Kafka variant of the MLOps Level 1 stack☆27Updated 3 years ago
- Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'☆121Updated 2 years ago
- Deploying PyTorch Model to Production with FastAPI in CUDA-supported Docker☆105Updated 4 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆233Updated last year
- The practical use-cases of how to make your Machine Learning Pipelines robust and reliable using Apache Airflow.☆51Updated 3 years ago
- Create a local dashboard to visualize and filter your GitHub feed☆29Updated 3 years ago
- ☆66Updated 7 months ago
- A repository that showcases how you can use ZenML with Git☆73Updated 4 months ago
- Introduction to MLflow with a demo locally and how to set it on AWS☆43Updated 4 years ago
- Code samples for the Effective Data Science Infrastructure book☆116Updated 2 years ago
- Materials for my 2021 NYU class on NLP and ML Systems (Master of Engineering).☆97Updated 3 years ago
- 🐍 Material for PyData Global 2021 Presentation: Effective Testing for Machine Learning Projects☆82Updated 3 years ago
- an end-to-end data pipeline extracting music listening habits and producing an insightful dashboard☆17Updated last year
- Basic and advanced MLflow examples for many ML flavors☆241Updated last year