MLOPS

Machine learning without experiment tracking is like software engineering without version control. You are just guessing and hoping you remember what worked.

Most ML projects fail not because the model is bad but because nobody can reproduce the results, nobody tracked the hyperparameters, and nobody knows which version of the data was used. We fix all three.