Knowing Machine Learning is crucial in research for pattern recognition, data prediction, and automation. It helps analyze complex datasets, optimize models, and make data-driven decisions. With libraries like TensorFlow and Scikit-learn, researchers can enhance studies in fields like medicine, environment, and engineering.