The Role of Machine Learning in Clinical Research
Clinical research is one of the area where machine learning (ML) is changing. The pattern recognition and analysis capabilities of big data are enabling machine learning (ML) to transform drug development, patient diagnosis and treatment planning. This article will discuss in depth the technical aspects of machine learning algorithms, specific applications in clinical research , and ethical and legal issues. Introduction of Machine Learning Machine learning is a subset of artificial intelligence (AI) that focuses on the development of algorithms that can learn from and make predictions based on data. Unlike traditional programming, where explicit instructions are provided to achieve a result, ML algorithms learn from data, identify patterns, and improve over time without being explicitly programmed for each specific task. Applications of Machine Learning in Clinical Research Drug Discovery Drug discovery is one of the most promising applications of machine learning in clinical re...