MLflow: Infrastructure for the Complete ML Lifecycle Matei Zaharia (Databricks) from software development lifecycle models Watch Video

⏲ Duration: 13 min 48 sec
✓ Published: 10-Jun-2018

Description:
ML development brings many new complexities beyond the traditional software development lifecycle. Unlike in traditional software development, ML developers want to try multiple algorithms, tools and parameters to get the best results, and they need to track this information to reproduce work. In addition, developers need to use many distinct systems to productionize models. To address these problems, many companies are building custom