Select the top 3 biggest challenges that you face when productionizing your machine learning models. Source: The State of MLOps Survey Machine learning monitoring and observability 44.6% Gaps in tooling and support for model productionisation 33.3% Access to relevant data for training 32.1% Building production-grade machine learning and data pipelines 31.5% Inconsistency of training and experimentation environments 31.0% Showcasing business impact and business value 28.6% Lack of specialised engineers 26.8% Governance and domain risks 16.7% Lack of specialised data scientists 10.7% Machine learning security 7.1%