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Common pitfalls when building generative AI applications ML Production

Common pitfalls when building generative AI applications

As we’re still in the early days of building applications with foundation models, it’s normal to make mistakes. This is a quick note with examples of...

11 months, 3 weeks ago Chip Huyen
11588 words 38 min
Agents ML Production

Agents

Intelligent agents are considered by many to be the ultimate goal of AI. The classic book by Stuart Russell and Peter Norvig, Artificial Intelligence:...

1 year ago Chip Huyen
50192 words 167 min
Building A Generative AI Platform ML Production

Building A Generative AI Platform

After studying how companies deploy generative AI applications, I noticed many similarities in their platforms. This post outlines the common componen...

1 year, 5 months ago Chip Huyen
52973 words 176 min
Measuring personal growth ML Production

Measuring personal growth

My founder friends constantly think about growth. They think about how to measure their business growth and how to get to the next order of magnitude...

1 year, 8 months ago Chip Huyen
5651 words 18 min
What I learned from looking at 900 most popular open source AI tools ML Production

What I learned from looking at 900 most popular open source…

[Hacker News discussion, <a href="https://www.linkedin.com/posts/chiphuyen_generativeai-aiapplications-llmops-activity-71741534678448...

1 year, 9 months ago Chip Huyen
17759 words 59 min
Predictive Human Preference: From Model Ranking to Model Routing ML Production

Predictive Human Preference: From Model Ranking to Model Ro…

A challenge of building AI applications is choosing which model to use. What if we don’t have to? What if we can predict the best model for any prompt...

1 year, 10 months ago Chip Huyen
19052 words 63 min
Generation configurations: temperature, top-k, top-p, and test time compute ML Production

Generation configurations: temperature, top-k, top-p, and t…

ML models are probabilistic. Imagine that you want to know what’s the best cuisine in the world. If you ask someone this question twice, a minute apar...

1 year, 11 months ago Chip Huyen
22882 words 76 min
Multimodality and Large Multimodal Models (LMMs) ML Production

Multimodality and Large Multimodal Models (LMMs)

For a long time, each ML model operated in one data mode – text (translation, language modeling), image (object detection, image classification), or a...

2 years, 3 months ago Chip Huyen
43511 words 145 min
Open challenges in LLM research ML Production

Open challenges in LLM research

[LinkedIn discussion, <a href="https://twitter.com/chipro/status/16918580848...

2 years, 4 months ago Chip Huyen
28362 words 94 min
ML Production

Generative AI Strategy

I had a lot of fun preparing the talk: “Leadership needs us to do generative AI. What do we do?” for Fully Connected. The idea for the talk came f...

2 years, 7 months ago Chip Huyen
1161 words 3 min