ML Inputs Visualization

The team at Epoch maintains a dataset of hundreds of notable Machine Learning systems, annotated with information about their training compute, parameter counts and training dataset size.

This interactive visualization can help you explore this dataset and produce graphs to inform your research, work and education.

You can click on the axis titles to change what quantities are displayed, or drag the sliders to perform regressions over different segments of the dataset or subsets of the data. For example, try dragging the rightmost slider to separate the largest systems in the dataset. You can access more advanced options through the top right corner menu, and cite and download the graphs and the data through the bottom menu

Want to learn more about our work?

Paper

Compute Trends Across Three Eras of Machine Learning

We highlight novel trends and insights into the development of AI since 1952, and what to expect going forward.

Read more

Dashboard

AI Trends

A collection of key data from our research on Machine Learning.

Open the dashboard

Reach out if you have any questions about the dataset or the visualization tool.