davified / clean-code-ml
Clean Code concepts adapted for machine learning and data science. Now a free video series π https://bit.ly/2yGDyqT
β715Updated 3 years ago
Alternatives and similar repositories for clean-code-ml:
Users that are interested in clean-code-ml are comparing it to the libraries listed below
- The Data Science Lifecycle Process is a process for taking data science teams from Idea to Value repeatedly and sustainably. The process β¦β497Updated 3 years ago
- Production Data Science: a workflow for collaborative data science aimed at productionβ453Updated 4 years ago
- Collection of articles listing reasons why data science projects fail.β460Updated 3 years ago
- An ongoing list of pandas quirksβ950Updated last year
- π§ͺ Simple data science experimentation & tracking with jupyter, papermill, and mlflow.β177Updated 6 months ago
- β24Updated 7 months ago
- Extra blocks for scikit-learn pipelines.β1,291Updated this week
- π Minimal examples of machine learning tests for implementation, behaviour, and performance.β258Updated 2 years ago
- Companion repository for the book Building Machine Learning Powered Applicationsβ661Updated last year
- An end-to-end implementation of intent prediction with Metaflow and other cool toolsβ853Updated last year
- A curated list of awesome posts, videos, and articles on leading a data team (small and large)β526Updated last year
- Template repository for data science lifecycle projectβ183Updated 4 years ago
- The Fuzzy Labs guide to the universe of open source MLOpsβ452Updated 6 months ago
- Data Analysis Baseline Libraryβ728Updated last month
- π Design doc template & examples for machine learning systems (requirements, methodology, implementation, etc.)β571Updated last year
- Software Architecture for ML engineersβ393Updated 2 years ago
- π Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.β145Updated 9 months ago
- Source code accompanying O'Reilly book: Machine Learning Design Patternsβ1,917Updated 3 years ago
- TDSP: Data science project template repository with standardized directory structure and document templates to support efficient project β¦β540Updated 4 years ago
- A graph-based functional API for building complex scikit-learn pipelines.β592Updated 2 years ago
- Compare MLOps Platforms. Breakdowns of SageMaker, VertexAI, AzureML, Dataiku, Databricks, h2o, kubeflow, mlflow...β389Updated 2 years ago
- Data Science Project Templateβ138Updated 6 years ago
- Start a data science project with modern toolsβ188Updated last year
- Predictive Power Score (PPS) in Pythonβ1,121Updated last week
- Engine for ML/Data tracking, visualization, explainability, drift detection, and dashboards for Polyaxon.β511Updated last week
- Example project for the course "Testing & Monitoring Machine Learning Model Deployments"β133Updated 11 months ago
- Monitor the stability of a Pandas or Spark dataframe βοΈ