In the era of big data, machine learning and data analysis are important means of using big data to serve mankind. The steps of machine learning algorithm, the extraction method of feature dimension, the theoretical support of feature model establishment and the weight of model fusion are described. Aiming at the key technology of machine learning algorithm in big data era, the development prospect of machine learning algorithm is prospected.