An ML company specializes in delivering machine learning solutions that help organizations extract insights, automate operations, and optimize performance. These companies work with structured and unstructured data to build custom algorithms for forecasting, classification, clustering, and decision-making. Their expertise spans data engineering, feature selection, model deployment, and lifecycle management. ML companies apply their solutions across diverse sectors like finance, e-commerce, healthcare, and energy, addressing use cases such as customer segmentation, predictive maintenance, and churn prediction. Using platforms like AWS, Azure, or GCP, they ensure scalable, cloud-native solutions that are secure and compliant. Their goal is to bridge data science and practical business outcomes through intelligent model design and implementation.