AlexIoannides / kubernetes-mlops
MLOps tutorial using Python, Docker and Kubernetes.
☆368Updated last month
Related projects ⓘ
Alternatives and complementary repositories for kubernetes-mlops
- 🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more☆434Updated 3 years ago
- [WIP] Examples for the Intro to ML with Kubeflow book☆204Updated 2 years ago
- ML pipeline orchestration and model deployments on Kubernetes.☆435Updated last year
- Basic and advanced MLflow examples for many ML flavors☆214Updated 4 months ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆227Updated 9 months ago
- 🎲 A curated list of MLOps projects, tools and resources☆183Updated 6 months ago
- Code repository for the O'Reilly publication "Building Machine Learning Pipelines" by Hannes Hapke & Catherine Nelson☆586Updated last year
- ☆704Updated 2 years ago
- Repository with sample code and instructions for "Continuous Intelligence" and "Continuous Delivery for Machine Learning: CD4ML" workshop…☆317Updated 3 months ago
- CDF SIG MLOps☆604Updated this week
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...☆383Updated 2 years ago
- A Collection of GitHub Actions That Facilitate MLOps☆208Updated last year
- The Fuzzy Labs guide to the universe of open source MLOps☆449Updated 4 months ago
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.☆248Updated last month
- Example for end-to-end machine learning on Kubernetes using Kubeflow and Seldon Core☆172Updated 2 years ago
- [Book-2021] Practical MLOps O'Reilly Book☆718Updated 5 months 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…☆184Updated 2 years ago
- Example project for the course "Testing & Monitoring Machine Learning Model Deployments"☆134Updated 9 months ago
- This repository aims to develop a step-by-step tutorial on how to build a Kubeflow Pipeline from scratch in your local machine.☆42Updated 9 months ago
- Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'☆118Updated last year
- An example MLflow project☆237Updated 6 months ago
- End to End example integrating MLFlow and Seldon Core☆51Updated 4 years ago
- This project shows how to serve an ONNX-optimized image classification model as a web service with FastAPI, Docker, and Kubernetes.☆197Updated 2 years ago
- Kubeflow’s superfood for Data Scientists☆632Updated last year
- 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 …☆234Updated 4 years ago
- End to end MLRun demos☆92Updated last week
- O'Reilly Katacoda☆56Updated last year
- Machine Learning Engineering with MLflow, published by Packt☆114Updated 4 months ago
- BentoML Example Projects 🎨☆134Updated 2 years ago
- Sample MLOps Workflow: Recognizing Digits with Kubeflow☆153Updated 8 months ago