Machine learning is a promising branch of artificial intelligence that Berkeley Lab scientists develop and employ in hundreds of projects every day. Our researchers track atomic particles, search for better battery materials, analyze traffic patterns, improve crop yields, pinpoint extreme weather in exascale climate simulations, and piece together metagenomic puzzles from billions of DNA fragments using tools, technology, and advanced mathematics, much of it developed by Berkeley Lab scientists.