Darwin

Darwin by SparkCognition is an automated model building platform that uses evolutionary algorithms for feature selection and hyperparameter tuning. It can read structured datasets, generate candidate ML pipelines, and rank them by accuracy and complexity. Darwin offers interpretability methods to show feature impact. Deployed in fields like energy, finance, and manufacturing, it reduces the time from data ingestion to model deployment. Advanced users can incorporate domain-specific transformations or custom scripts. By automating the trial-and-error process, Darwin empowers data scientists to iterate rapidly.