eugeneyan / ml-design-docsLinks
π Design doc template & examples for machine learning systems (requirements, methodology, implementation, etc.)
β606Updated 2 years ago
Alternatives and similar repositories for ml-design-docs
Users that are interested in ml-design-docs are comparing it to the libraries listed below
Sorting:
- π Minimal examples of machine learning tests for implementation, behaviour, and performance.β264Updated 2 years ago
- Software Architecture for ML engineersβ408Updated 2 years ago
- An end-to-end implementation of intent prediction with Metaflow and other cool toolsβ865Updated 2 years ago
- π§ͺ Simple data science experimentation & tracking with jupyter, papermill, and mlflow.β183Updated 11 months ago
- The Fuzzy Labs guide to the universe of open source MLOpsβ466Updated last month
- π Papers, guides, and mentor interviews on applying machine learning for ApplyingML.comβthe ghost knowledge of machine learning.β200Updated last year
- π€ A curated awesome list of Machine Learning Engineering resources. Feel free to contribute!β284Updated 7 months ago
- π Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.β147Updated last year
- πΆ A tool to package, serve, and deploy any ML model on any platform. Archived to be resurrected one dayπ€β720Updated last year
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.β254Updated 8 months ago
- Recommendations at "Reasonable Scale": joining dataOps with recSys through dbt, Merlin and Metaflowβ237Updated 2 years ago
- Toy example of an applied ML pipeline for me to experiment with MLOps tools.β209Updated 3 years ago
- π² A curated list of MLOps projects, tools and resourcesβ186Updated last year
- Code and files to go along with CS329s machine learning model deployment tutorial.β606Updated 2 years ago
- Clean Code concepts adapted for machine learning and data science. Now a free video series π https://bit.ly/2yGDyqTβ725Updated 3 years ago
- A demo of Prometheus+Grafana for monitoring an ML model served with FastAPI.β235Updated last year
- Template repository for data science lifecycle projectβ194Updated 4 years ago
- β704Updated 2 years ago
- The purpose of the catalog is to help data science teams to collect all the requirements to consider while building a ML model and producβ¦β129Updated 4 years ago
- A Collection of GitHub Actions That Facilitate MLOpsβ208Updated 2 years ago
- This repository aims to map the ecosystem of artificial intelligence guidelines, principles, codes of ethics, standards, regulation and bβ¦β1,336Updated 5 months ago
- Host repository for the "Reproducible Deep Learning" PhD courseβ406Updated 3 years ago
- Code repository for the O'Reilly publication "Building Machine Learning Pipelines" by Hannes Hapke & Catherine Nelsonβ595Updated 2 years ago
- Collection of articles listing reasons why data science projects fail.β464Updated 4 years 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 sβ¦β183Updated 3 years ago
- Basic and advanced MLflow examples for many ML flavorsβ226Updated 11 months ago
- Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.β1,163Updated 2 years ago
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...β391Updated 2 years ago
- An ongoing list of pandas quirksβ969Updated 2 years ago
- CDF SIG MLOpsβ626Updated 6 months ago