📝 Design doc template & examples for machine learning systems (requirements, methodology, implementation, etc.)
☆685Mar 16, 2023Updated 3 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. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- 🔍 Minimal examples of machine learning tests for implementation, behaviour, and performance.☆265Sep 21, 2022Updated 3 years ago
- 📌 Papers, guides, and mentor interviews on applying machine learning for ApplyingML.com—the ghost knowledge of machine learning.☆204Jun 5, 2024Updated last year
- 🧪 Simple data science experimentation & tracking with jupyter, papermill, and mlflow.☆186Jul 9, 2024Updated last year
- 🛠 Python project template with unit tests, code coverage, linting, type checking, Makefile wrapper, and GitHub Actions.☆154Apr 14, 2024Updated last year
- A proof of concept library for generating and running machine learning model tests☆13Sep 27, 2020Updated 5 years ago
- 📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.☆2,882Mar 17, 2023Updated 3 years ago
- 📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.☆28,721Jul 18, 2024Updated last year
- Simple template showing how to set up docker for reproducible data science with Jupyter notebooks.☆23Jun 17, 2024Updated last year
- 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 month
- 🛒 Simple recommender with matrix factorization, graph, and NLP. Beating the regular collaborative filtering baseline.☆145Jul 7, 2024Updated last year
- A curated list of awesome open source libraries to deploy, monitor, version and scale your machine learning☆20,255Mar 5, 2026Updated 2 weeks ago
- Software Architecture for ML engineers☆419Jun 29, 2022Updated 3 years ago
- Learn how to design, develop, deploy and iterate on production-grade ML applications.☆3,319Aug 16, 2024Updated last year
- A curated list of references for MLOps☆13,813Nov 21, 2024Updated last year
- An end-to-end implementation of intent prediction with Metaflow and other cool tools☆873Jun 16, 2023Updated 2 years ago
- A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dm…☆10,286Apr 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…☆7,308Mar 10, 2026Updated last week
- HiPlot fetcher for experiments logged with MLflow☆14May 11, 2022Updated 3 years ago
- Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.☆12,422Aug 31, 2023Updated 2 years ago
- Public repository for the Search Engineering course taught by Grant Ingersoll and Dave Anderson. Available at https://corise.com/course/s…☆17Dec 10, 2023Updated 2 years ago
- This repository aims to map the ecosystem of artificial intelligence guidelines, principles, codes of ethics, standards, regulation and b…☆1,415Mar 4, 2026Updated 2 weeks ago
- The Data Science Lifecycle Process is a process for taking data science teams from Idea to Value repeatedly and sustainably. The process …☆527May 4, 2021Updated 4 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…☆3,994Dec 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…☆2,802Jan 10, 2025Updated last year
- nannyml: post-deployment data science in python☆2,133Jul 12, 2025Updated 8 months ago
- The Virtual Feature Store. Turn your existing data infrastructure into a feature store.☆1,967Jul 3, 2025Updated 8 months ago
- Behavioral "black-box" testing for recommender systems☆472Aug 9, 2023Updated 2 years ago
- The Open Source Feature Store for AI/ML☆6,808Updated this week
- Coarse-grained lineage and tracing for machine learning pipelines.☆471Nov 11, 2022Updated 3 years ago
- A CS degree I designed for myself, 2020☆19Oct 1, 2020Updated 5 years ago
- System design patterns for machine learning☆2,897Oct 7, 2021Updated 4 years ago
- A curated list of awesome MLOps tools☆5,056Feb 23, 2026Updated last month
- Luminaire is a python package that provides ML driven solutions for monitoring time series data.☆800Aug 17, 2025Updated 7 months ago
- A guideline for building practical production-level deep learning systems to be deployed in real world applications.☆4,614Jun 13, 2025Updated 9 months ago
- Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.☆6,043Updated this week
- Doubt your data, find bad labels.☆516Jul 15, 2024Updated last year
- ☆16Jun 5, 2023Updated 2 years ago
- https://huyenchip.com/ml-interviews-book/☆4,571Mar 21, 2025Updated last year