AlexIoannides / kubernetes-mlops
MLOps tutorial using Python, Docker and Kubernetes.
☆385Updated 5 months ago
Alternatives and similar repositories for kubernetes-mlops:
Users that are interested in kubernetes-mlops are comparing it to the libraries listed below
- 🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more☆441Updated 3 years ago
- ☆704Updated 2 years ago
- [WIP] Examples for the Intro to ML with Kubeflow book☆204Updated 2 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆232Updated last year
- CDF SIG MLOps☆615Updated 3 months ago
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...☆390Updated 2 years ago
- Code repository for the O'Reilly publication "Building Machine Learning Pipelines" by Hannes Hapke & Catherine Nelson☆592Updated last year
- ML pipeline orchestration and model deployments on Kubernetes.☆435Updated last year
- The Fuzzy Labs guide to the universe of open source MLOps☆458Updated 8 months ago
- An end-to-end implementation of intent prediction with Metaflow and other cool tools☆858Updated last year
- Basic and advanced MLflow examples for many ML flavors☆220Updated 8 months ago
- Repository to hold code, instructions, demos and pointers to presentation assets for Kubeflow Dojo☆135Updated 2 years ago
- Template repository for data science lifecycle project☆190Updated 4 years ago
- An end-to-end example of MLOps on Google Cloud using TensorFlow, TFX, and Vertex AI☆371Updated 10 months ago
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.☆254Updated 5 months ago
- Kubeflow’s superfood for Data Scientists☆632Updated 2 years ago
- Repo that relates to the Medium blog 'Keeping your ML model in shape with Kafka, Airflow' and MLFlow'☆119Updated last year
- Feast AWS guide using Redshift / Spectrum / DynamoDB to build a credit scoring model☆63Updated 3 years ago
- Get started DVC project (NLP, random forest)☆179Updated 9 months ago
- An example MLflow project☆252Updated 10 months ago
- Repository with sample code and instructions for "Continuous Intelligence" and "Continuous Delivery for Machine Learning: CD4ML" workshop…☆318Updated 7 months ago
- 🧪 Simple data science experimentation & tracking with jupyter, papermill, and mlflow.☆179Updated 8 months ago
- Example project for the course "Testing & Monitoring Machine Learning Model Deployments"☆134Updated last year
- 🔍 Minimal examples of machine learning tests for implementation, behaviour, and performance.☆261Updated 2 years ago
- Example for end-to-end machine learning on Kubernetes using Kubeflow and Seldon Core☆174Updated 3 years ago
- 📝 Design doc template & examples for machine learning systems (requirements, methodology, implementation, etc.)☆583Updated 2 years ago
- A Collection of GitHub Actions That Facilitate MLOps☆207Updated 2 years ago
- Software Architecture for ML engineers☆398Updated 2 years ago
- ☆805Updated 3 months ago
- Code and files to go along with CS329s machine learning model deployment tutorial.☆605Updated 2 years ago