📝 Design doc template & examples for machine learning systems (requirements, methodology, implementation, etc.)
☆645Mar 16, 2023Updated 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:
- 🔍 Minimal examples of machine learning tests for implementation, behaviour, and performance.☆265Sep 21, 2022Updated 3 years ago
- 🧪 Simple data science experimentation & tracking with jupyter, papermill, and mlflow.☆186Jul 9, 2024Updated last year
- 📌 Papers, guides, and mentor interviews on applying machine learning for ApplyingML.com—the ghost knowledge of machine learning.☆204Jun 5, 2024Updated last year
- 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.☆154Apr 14, 2024Updated last year
- 📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.☆2,878Mar 17, 2023Updated 2 years ago
- A proof of concept library for generating and running machine learning model tests☆13Sep 27, 2020Updated 5 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 produc…☆134Jan 10, 2021Updated 5 years ago
- 🏬 modelstore is a Python library that allows you to version, export, and save a machine learning model to your filesystem or a cloud sto…☆401Feb 22, 2026Updated last week
- 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.☆28,698Jul 18, 2024Updated last year
- An end-to-end implementation of intent prediction with Metaflow and other cool tools☆873Jun 16, 2023Updated 2 years ago
- Simple template showing how to set up docker for reproducible data science with Jupyter notebooks.☆23Jun 17, 2024Updated last year
- 🛒 Simple recommender with matrix factorization, graph, and NLP. Beating the regular collaborative filtering baseline.☆145Jul 7, 2024Updated last year
- A curated list of references for MLOps☆13,714Nov 21, 2024Updated last year
- A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning☆20,174Feb 9, 2026Updated 3 weeks ago
- Learn how to design, develop, deploy and iterate on production-grade ML applications.☆3,300Aug 16, 2024Updated last year
- Software Architecture for ML engineers☆418Jun 29, 2022Updated 3 years ago
- The Data Science Lifecycle Process is a process for taking data science teams from Idea to Value repeatedly and sustainably. The process …☆526May 4, 2021Updated 4 years ago
- A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dm…☆9,990Apr 15, 2023Updated 2 years ago
- Evidently is an open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. Fro…☆7,227Updated this week
- Behavioral "black-box" testing for recommender systems☆470Aug 9, 2023Updated 2 years ago
- HiPlot fetcher for experiments logged with MLflow☆14May 11, 2022Updated 3 years ago
- Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML va…☆3,982Dec 28, 2025Updated 2 months ago
- An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model perf…☆2,800Jan 10, 2025Updated last year
- This codebase is a starting point to get your Machine Learning project into Production.☆43Nov 25, 2020Updated 5 years ago
- This repository aims to map the ecosystem of artificial intelligence guidelines, principles, codes of ethics, standards, regulation and b…☆1,406Feb 22, 2026Updated last week
- Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.☆12,410Aug 31, 2023Updated 2 years ago
- nannyml: post-deployment data science in python☆2,126Jul 12, 2025Updated 7 months ago
- Coarse-grained lineage and tracing for machine learning pipelines.☆471Nov 11, 2022Updated 3 years ago
- Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.☆6,017Updated this week
- A curated list of awesome MLOps tools☆5,041Feb 23, 2026Updated last week
- System design patterns for machine learning☆2,895Oct 7, 2021Updated 4 years ago
- https://huyenchip.com/ml-interviews-book/☆4,533Mar 21, 2025Updated 11 months ago
- The Virtual Feature Store. Turn your existing data infrastructure into a feature store.☆1,966Jul 3, 2025Updated 7 months ago
- ☆16Jun 5, 2023Updated 2 years ago
- ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.☆5,228Updated this week
- The Open Source Feature Store for AI/ML☆6,737Updated this week
- Doubt your data, find bad labels.☆517Jul 15, 2024Updated last year
- A guideline for building practical production-level deep learning systems to be deployed in real world applications.☆4,606Jun 13, 2025Updated 8 months ago
- Experimenting with LLMs to Research, Reflect, and Plan (LLM assistants, retrieval, and Discord integration)☆33Jul 7, 2024Updated last year