outerbounds / dsbook
Code samples for the Effective Data Science Infrastructure book
β115Updated last year
Alternatives and similar repositories for dsbook:
Users that are interested in dsbook are comparing it to the libraries listed below
- π Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.β145Updated 11 months ago
- π§ͺ Simple data science experimentation & tracking with jupyter, papermill, and mlflow.β179Updated 8 months ago
- Reference code base for ML Engineering, Manning Publicationsβ126Updated 3 years ago
- Joining the modern data stack with the modern ML stackβ196Updated last year
- Example repo to kickstart integration with mlflow pipelines.β76Updated 2 years ago
- An example MLFlow projectβ48Updated 2 months ago
- β30Updated 2 years ago
- A repository that showcases how you can use ZenML with Gitβ69Updated 7 months ago
- Template repo for kickstarting recipes for regression use caseβ54Updated 3 months ago
- Machine Learning Engineering with MLflow, published by Packtβ115Updated 8 months ago
- A PaaS End-to-End ML Setup with Metaflow, Serverless and SageMaker.β37Updated 4 years ago
- Practical Deep Learning at Scale with MLFlow, published by Packtβ159Updated last year
- Recommendations at "Reasonable Scale": joining dataOps with recSys through dbt, Merlin and Metaflowβ237Updated last year
- π Material for PyData Global 2021 Presentation: Effective Testing for Machine Learning Projectsβ81Updated 3 years ago
- Feast AWS guide using Redshift / Spectrum / DynamoDB to build a credit scoring modelβ63Updated 3 years ago
- MLOps maturity assessmentβ60Updated last year
- It's all in the nameβ76Updated last year
- ForML - A development framework and MLOps platform for the lifecycle management of data science projectsβ105Updated last year
- Deploy A/B testing infrastructure in a containerized microservice architecture for Machine Learning applications.β40Updated 2 months ago
- Example project for the course "Testing & Monitoring Machine Learning Model Deployments"β134Updated last year
- Example project with a complete MLOps cycle: versioning data, generating reports on pull requests and deploying the model on releases witβ¦β48Updated 3 years ago
- Demo for CI/CD in a machine learning projectβ104Updated last year
- Example machine learning pipeline with MLflow and Hydraβ88Updated last year
- β27Updated 2 years ago
- A series of Terraform based recipes to provision popular MLOps stacks on the cloud.β254Updated 5 months ago
- Slides for "Feature engineering for time series forecasting" talkβ58Updated 2 years ago
- A curated list of awesome open source tools and commercial products for monitoring data quality, monitoring model performance, and profilβ¦β73Updated 10 months ago
- Example repo to kickstart integration with mlflow recipes.β43Updated last month
- Materials for my 2021 NYU class on NLP and ML Systems (Master of Engineering).β96Updated 2 years ago
- π Examples of how to use Neptune for different use cases and with various MLOps toolsβ84Updated 2 weeks ago