We talk to Bill Lefew and David Foster about Deep Neural Networks for Classification of LC-MS Spectral Peaks, a 2019 publication from Analytical Chemistry. Tune is as we discuss machine learning techniques for metabolomics analysis and the future of data processing in the big data era.