mtpatter / mlflow-tutorial
Fully reproducible, Dockerized, step-by-step, tutorial on training and serving a simple sklearn classifier model using mlflow. Detailed blog post published on Towards Data Science.
☆18Updated 6 months ago
Alternatives and similar repositories for mlflow-tutorial:
Users that are interested in mlflow-tutorial are comparing it to the libraries listed below
- MLOps maturity assessment☆61Updated last year
- This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.☆212Updated 2 years ago
- (DEPRECATED) A cookiecutter template that provides a boilerplate for an end-to-end ML project dedicated for the GCP environment☆16Updated 7 months ago
- MLOps for deploying a Credit Risk model☆28Updated last year
- Streamlit and FastAPI app for water potability assessment☆30Updated 2 years ago
- Examples to try HuggingFace datasets and transformers☆19Updated 8 months ago
- MLflow related work☆38Updated last year
- Start building and deploying Python packages and Docker images for MLOps tasks.☆403Updated last month
- Sample MLFlow projects☆23Updated 2 years ago
- MLOps packaging: build and push to GitHub Container Registry☆35Updated 10 months ago
- Demo Computer Vision Project☆61Updated 2 years ago
- Construct a modern data stack and orchestration the workflows to create high quality data for analytics and ML applications.☆213Updated 2 years ago
- Engineering MLOps, published by Packt☆183Updated 2 years ago
- Project for the Duke Coursera Applied Data Engineering Specialization☆21Updated 2 years ago
- An end-to-end project on customer segmentation☆81Updated 2 years ago
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.☆254Updated 6 months ago
- Greedy optimizations for Coursera MLOps course☆10Updated 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…☆44Updated 7 months ago
- Predict if a reservation will be canceled using robust Machine Learning pipelines with Airflow and Mlflow☆62Updated last year
- 🍪 Cookiecutter template for MLOps Project. Based on: https://mlops-guide.github.io/☆26Updated 3 years ago
- 💻 Decoding ML articles hub: Hands-on articles with code on production-grade ML☆128Updated last month
- ☆88Updated 2 weeks ago
- Example code and notebooks related to mlflow, llmops, etc.☆41Updated 9 months ago
- This repository contains the files to build your very own AI image generation web application! Outlined are the core components of the F…☆168Updated last year
- Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'☆119Updated last year
- 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
- Docker Apache Airflow☆13Updated 2 years ago
- Learn how to create, develop, and maintain a state-of-the-art MLOps code base☆508Updated 3 weeks ago
- This repo contains all the material developed during the 9-week bootcamp provided by DPhi in colaboration with DataTalks Club☆21Updated 2 years ago
- Partly lecture and partly a hands-on tutorial and workshop, this is a three part series on how to get started with MLflow. In this three …☆237Updated 4 years ago