Alternatives

Machine Learning Systems Design alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Machine Learning Systems Design

A booklet on machine learning systems design with exercises. NOT the repo for the book "Designing Machine Learning Systems", which is `dmls-book`

77
Quality
84
Trust
10K
Stars
#1

Data Science Interviews

Similarity 134Trust 95Excellent 100

Data science interview questions and answers

10K starsJun 1, 2026 pushml-automationHTMLMachine Learning
$ npx skills add alexeygrigorev/data-science-interviews
#2

Machine Learning

Similarity 132Trust 93Excellent 100

:earth_americas: machine learning tutorials (mainly in Python3)

3.4K starsJun 5, 2026 pushml-automationHTMLMachine Learning
$ npx skills add ethen8181/machine-learning
#3

Made With ML

Similarity 128Trust 93Excellent 100

Learn how to develop, deploy and iterate on production-grade ML applications.

48K starsMar 4, 2026 pushml-automationJupyter NotebookMLOps
$ npx skills add GokuMohandas/Made-With-ML
#4

Agent Lightning

Similarity 127Trust 94Excellent 100

The absolute trainer to light up AI agents.

17K starsApr 29, 2026 pushml-automationPythonMLOps
$ npx skills add microsoft/agent-lightning
#5

Great Expectations

Similarity 126Trust 95Excellent 100

Always know what to expect from your data.

12K starsJun 13, 2026 pushml-automationPythonMLOps
$ npx skills add fivetran/great_expectations
#6

Coursera ML AndrewNg Notes

Similarity 126Trust 87Excellent 95

吴恩达老师的机器学习课程个人笔记

37K starsAug 25, 2025 pushml-automationHTMLMachine Learning
$ npx skills add fengdu78/Coursera-ML-AndrewNg-Notes
#7

Pytorch Lightning

Similarity 122Trust 98Excellent 100

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

31K starsJun 10, 2026 pushml-automationPythonMachine Learning
$ npx skills add Lightning-AI/pytorch-lightning
#8

Budgetml

Similarity 122Trust 80Strong 72

Deploy a ML inference service on a budget in less than 10 lines of code.

1.3K starsFeb 12, 2024 pushml-automationPythonMLOps
$ npx skills add ebhy/budgetml
#9

Label Studio

Similarity 120Trust 98Excellent 100

Label Studio is a multi-type data labeling and annotation tool with standardized output format

28K starsJun 16, 2026 pushml-automationTypeScriptMLOps
$ npx skills add HumanSignal/label-studio
#10

Darts

Similarity 120Trust 97Excellent 100

A python library for user-friendly forecasting and anomaly detection on time series.

9.4K starsJun 6, 2026 pushml-automationPythonMachine Learning
$ npx skills add unit8co/darts
#11

Mlops Zoomcamp

Similarity 120Trust 92Excellent 100

Free MLOps course from DataTalks.Club

15K starsJun 10, 2026 pushml-automationJupyter NotebookMachine Learning
$ npx skills add DataTalksClub/mlops-zoomcamp
#12

Cookiecutter Data Science

Similarity 120Trust 95Excellent 100

A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.

9.9K starsApr 9, 2026 pushml-automationPythonMachine Learning
$ npx skills add drivendataorg/cookiecutter-data-science
#13

AI Papers Of The Week

Similarity 120Trust 91Excellent 100

🔥Highlighting the top ML papers every week.

13K starsJun 15, 2026 pushml-automationMachine LearningClaude Code
$ npx skills add dair-ai/AI-Papers-of-the-Week
#14

MLE Agent

Similarity 119Trust 89Excellent 85

🤖 MLE-Agent: Your intelligent companion for seamless AI engineering and research. 🔍 Integrate with arxiv and paper with code to provide better code/research plans 🧰 OpenAI, Anthropic, Gemini, Ollama, etc supported. :fireworks: Code RAG

1.6K starsJul 27, 2025 pushml-automationPythonMLOps
$ npx skills add MLSysOps/MLE-agent
#15

TabPFN

Similarity 118Trust 90Excellent 100

⚡ TabPFN: Foundation Model for Tabular Data ⚡

7.4K starsJun 16, 2026 pushml-automationPythonMachine Learning
$ npx skills add PriorLabs/TabPFN
#16

DeepLearningProject

Similarity 118Trust 85Strong 77

An in-depth machine learning tutorial introducing readers to a whole machine learning pipeline from scratch.

4.8K starsJan 15, 2023 pushml-automationHTMLMachine Learning
$ npx skills add Spandan-Madan/DeepLearningProject

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Machine Learning Systems Design if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.