Recently, MLOps World took place in Austin, featuring panels and keynotes on the state of production LLMs. Data versioning tools are essential for data science teams to keep track of all their data, experiments, and model lineage. Top data versioning tools include DAGsHub, DVC, Pachyderm, and MLflow. These tools help reduce errors, improve workflows, and enable easy reproducibility of machine learning models. MLOps is a growing field with more tools designed to simplify, automate, and scale model building and training.