ML system design: 300 use cases from 80 companies
📰 Hacker News · dmalyugina
Learn from 800 ML and LLM system design case studies from 150+ companies to improve your AI development skills
Action Steps
- Explore the Evidently AI database of 800 case studies
- Analyze the ML and LLM system design approaches used by companies like Netflix and Airbnb
- Apply the insights from the case studies to your own AI development projects
- Evaluate the effectiveness of different ML and LLM system design strategies
- Compare the results of different approaches to improve your AI development skills
Who Needs to Know This
Data scientists, machine learning engineers, and AI developers can benefit from this resource to improve their ML and LLM system design skills and stay up-to-date with industry trends
Key Insight
💡 Learning from real-world ML and LLM system design case studies can help you develop more effective AI solutions
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🚀 800 ML and LLM system design case studies from 150+ companies! 📊 Learn from the best and improve your AI development skills #AI #ML #LLM
Key Takeaways
Learn from 800 ML and LLM system design case studies from 150+ companies to improve your AI development skills
Full Article
Title: Evidently AI - ML and LLM system design: 800 case studies
URL Source: https://www.evidentlyai.com/ml-system-design
Markdown Content:
[📚 LLM-as-a-Judge: a Complete Guide on Using LLMs for Evaluations. Get your copy](https://www.evidentlyai.com/llm-judge-guide)
[](https://www.evidentlyai.com/)
Product
[.svg) ##### LLM and AI Agents Evaluate LLM quality and safety](https://www.evidentlyai.com/llm-testing)[.svg) ##### Predictive ML Systems Track data drift and predictive quality](https://www.evidentlyai.com/ml-monitoring)
[GitHub ](https://github.com/evidentlyai/evidently)
[Docs](https://docs.evidentlyai.com/)
Resources
[ ##### Blog Insights on building AI products](https://www.evidentlyai.com/blog)[.svg) ##### LLM benchmarks 250 LLM benchmarks and datasets](https://www.evidentlyai.com/llm-evaluation-benchmarks-datasets)[.svg) ##### Tutorials AI observability and MLOps tutorials](https://www.evidentlyai.com/mlops-tutorials)[.svg) ##### ML and LLM system design 800 ML and LLM use cases](https://www.evidentlyai.com/ml-system-design)[.svg) ##### Guides In-depth AI quality and MLOps guides](https://www.evidentlyai.com/mlops-guides)[.svg) ##### ML and AI platforms 45+ internal ML and AI platforms](https://www.evidentlyai.com/ml-platforms)[ ##### Courses Free LLM evals and AI observability courses](https://www.evidentlyai.com/courses)[.svg) ##### Community Get support and chat about AI products](https://www.evidentlyai.com/community)
##### [LLM evaluation for AI builders: applied course -min.png)](https://www.evidentlyai.com/llm-evaluation-course-practice)[Sign up now ](https://www.evidentlyai.com/llm-evaluation-course-practice)
[GitHub](https://github.com/evidentlyai/evidently)[Contact us](https://www.evidentlyai.com/contact-us)
[GitHub](https://github.com/evidentlyai/evidently)
[GitHub](https://github.com/evidentlyai/evidently)
# ML and LLM system design: 800 case studies to learn from
A database of 800 case studies from 150+ companies.
First published: June 14, 2023. Last updated: December 22, 2025
How do companies like Net
URL Source: https://www.evidentlyai.com/ml-system-design
Markdown Content:
[📚 LLM-as-a-Judge: a Complete Guide on Using LLMs for Evaluations. Get your copy](https://www.evidentlyai.com/llm-judge-guide)
[](https://www.evidentlyai.com/)
Product
[.svg) ##### LLM and AI Agents Evaluate LLM quality and safety](https://www.evidentlyai.com/llm-testing)[.svg) ##### Predictive ML Systems Track data drift and predictive quality](https://www.evidentlyai.com/ml-monitoring)
[GitHub ](https://github.com/evidentlyai/evidently)
[Docs](https://docs.evidentlyai.com/)
Resources
[ ##### Blog Insights on building AI products](https://www.evidentlyai.com/blog)[.svg) ##### LLM benchmarks 250 LLM benchmarks and datasets](https://www.evidentlyai.com/llm-evaluation-benchmarks-datasets)[.svg) ##### Tutorials AI observability and MLOps tutorials](https://www.evidentlyai.com/mlops-tutorials)[.svg) ##### ML and LLM system design 800 ML and LLM use cases](https://www.evidentlyai.com/ml-system-design)[.svg) ##### Guides In-depth AI quality and MLOps guides](https://www.evidentlyai.com/mlops-guides)[.svg) ##### ML and AI platforms 45+ internal ML and AI platforms](https://www.evidentlyai.com/ml-platforms)[ ##### Courses Free LLM evals and AI observability courses](https://www.evidentlyai.com/courses)[.svg) ##### Community Get support and chat about AI products](https://www.evidentlyai.com/community)
##### [LLM evaluation for AI builders: applied course -min.png)](https://www.evidentlyai.com/llm-evaluation-course-practice)[Sign up now ](https://www.evidentlyai.com/llm-evaluation-course-practice)
[GitHub](https://github.com/evidentlyai/evidently)[Contact us](https://www.evidentlyai.com/contact-us)
[GitHub](https://github.com/evidentlyai/evidently)
[GitHub](https://github.com/evidentlyai/evidently)
# ML and LLM system design: 800 case studies to learn from
A database of 800 case studies from 150+ companies.
First published: June 14, 2023. Last updated: December 22, 2025
How do companies like Net
DeepCamp AI