Outputs Distributing Workloads 2. Reproducibility Data Versioning Reproducibility For Developers Reproducibility For Developers For the Team Reproducibility For Developers For the Team For Production Back Models 3. Clarity / Organizational Trust 4. Automation (CI/CD) Summary 1. Autonomy 2. Reproducibility 3. Data Provenance 4. Automation Demo Demo Demo Demo Demo Contact Me Twitter: @samkreter