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Martin Lumiste

Personal website of Martin Lumiste

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Latest posts

Based on its own charter, OpenAI should surrender the race

Based on its own charter, OpenAI should surrender the race

The macroeconomics of agentic AI

During the Industrial Revolution, machines displaced most Western agricultural workers, who later went on to cities and earned higher wages. However, some time later, the automobile displaced all horses, and they still haven’t reallocated to new professions. In the coming decades, are we the 19th century peasant, or the horse?

How not to screw up your baby

Reflections on the science behind modern parenting advice.

Potterising old family photos

Using AI models to animate old family photographs with Harry Potter-style moving pictures.

Perceptually lossless (talking head) video compression at 22kbit/s

Achieving extreme video compression rates using the LivePortrait model for talking head videos.

Compressing images with neural networks

An introduction to learned image compression using neural networks.

ML research and startups

What to expect from machine learning research roles in industry versus academia.

Quarterly planning is a noisy optimisation problem

Lessons on maximising impact as an individual contributor in large product organisations.

Why you should A/B test your LLM evals

Using paired difference tests to handle LLM stochasticity when evaluating model improvements.

How gradient boosting almost won a NeurIPS competition

Our second place finish in the NeurIPS 2022 Traffic4cast competition using gradient boosting.