fuzzylabs / awesome-open-mlopsLinks
The Fuzzy Labs guide to the universe of open source MLOps
☆476Updated 8 months ago
Alternatives and similar repositories for awesome-open-mlops
Users that are interested in awesome-open-mlops are comparing it to the libraries listed below
Sorting:
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.☆256Updated last year
- An end-to-end implementation of intent prediction with Metaflow and other cool tools☆874Updated 2 years ago
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...☆394Updated 3 years ago
- ☆708Updated 3 years ago
- 🍫 Example code for a basic ML Platform based on Pulumi, FastAPI, DVC, MLFlow and more☆446Updated 4 years ago
- 🐶 A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one day🤞☆720Updated 2 years ago
- CDF SIG MLOps☆632Updated last year
- 🏬 modelstore is a Python library that allows you to version, export, and save a machine learning model to your filesystem or a cloud sto…☆400Updated last year
- ML pipeline orchestration and model deployments on Kubernetes.☆435Updated 2 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.☆234Updated last year
- Software Architecture for ML engineers☆417Updated 3 years ago
- 🎲 A curated list of MLOps projects, tools and resources☆186Updated last year
- 📝 Design doc template & examples for machine learning systems (requirements, methodology, implementation, etc.)☆643Updated 2 years ago
- A simple guide to MLOps through ZenML and its various integrations.☆188Updated 2 years ago
- 🔍 Minimal examples of machine learning tests for implementation, behaviour, and performance.☆265Updated 3 years ago
- Basic and advanced MLflow examples for many ML flavors☆242Updated last year
- Joining the modern data stack with the modern ML stack☆201Updated 2 years ago
- ☁️ Terraform plugin for machine learning workloads: spot instance recovery & auto-termination | AWS, GCP, Azure, Kubernetes☆294Updated last year
- MLOpsCommunity's reading group for _Practical MLOps_ by Noah Gift and Alfredo Deza☆53Updated 3 years ago
- Recommendations at "Reasonable Scale": joining dataOps with recSys through dbt, Merlin and Metaflow☆241Updated 2 years ago
- Template repository for data science lifecycle project☆200Updated 5 years ago
- 🧪 Simple data science experimentation & tracking with jupyter, papermill, and mlflow.☆184Updated last year
- Curated list of open source tooling for data-centric AI on unstructured data.☆734Updated 2 years ago
- A Collection of GitHub Actions That Facilitate MLOps☆206Updated 3 years ago
- 🔔 No need to keep checking your training - just one import line and you'll know the second it's done.☆345Updated 3 years ago
- 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.☆151Updated last year
- End to end MLRun demos☆93Updated 2 months ago
- Coarse-grained lineage and tracing for machine learning pipelines.☆471Updated 3 years ago
- MLOps tutorial using Python, Docker and Kubernetes.☆408Updated last year
- UnionML: the easiest way to build and deploy machine learning microservices☆336Updated 2 years ago