Tag: Orchestrating ML: The

Machine learning (ML) is revolutionizing industries, offering powerful solutions from personalized recommendations to predictive maintenance. However, the journey from raw data to a deployed ML model is rarely a straight line. It involves a series of complex steps that need to be orchestrated and managed effectively. This is where ML pipelines come into play, acting as the backbone of successful machine learning projects. What is an ML Pipeline? An ML pipeline is a series of interconnected steps or stages that transform raw data into a trained machine learning model ready for deployment and prediction. Think of it as an assembly line for data, where each stage performs a specific task, feeding its output to the next. These stages are usually automated, ensuring consistency and reproducibil...