mlflow is described as 'Open source platform for the machine learning lifecycle' and is an app. There are three alternatives to mlflow for Mac, Windows, Linux, Web-based and Self-Hosted. The best mlflow alternative is Substratus.AI, which is both free and Open Source. Other great apps like mlflow are ClearML and VevestaX.
Substratus is a cross-cloud substrate for training and serving ML models. It extends the Kubernetes control plane to orchestrate ML operations through the addition of new custom resources: Model, Server, Dataset, and Notebook.
ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management
Using 2 lines of code, track your Machine learning experiments (with both features and parameters used) while using python. Do this while working in the environment you are most comfortable in i.e Jupyter Notebook, Spyder, python script on command line.
Israel