Jacob Visovatti, Senior Engineering Manager at Deepgram with expertise in voice technology, and Conner Goodrum, Senior Data Scientist at Deepgram focused on testing ML models, dive into the critical role of testing machine learning models for enterprise products. They discuss unique challenges in handling unstructured data and the need for interdisciplinary collaboration. The conversation highlights iterative feedback loops, the significance of production-like testing environments, synthetic data generation, and the intricacies of deploying responsible AI, especially with sensitive enterprise data.
