What role does feature engineering play in machine learning models?
I’ve heard that feature engineering can dramatically affect model performance. How important is it compared to model selection?
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Security is a critical factor when companies start using machine learning with sensitive or proprietary data. In many cases organizations prefer working with an experienced machine learning agency that already follows strict data protection practices. When researching different providers, I noticed that some teams outline their security and development workflow clearly, for example at https://data-science-ua.com/ml-development-company/. Understanding how a team handles infrastructure, access control, and data anonymization can make a big difference when selecting a long-term partner.