Paper titled as "Advancements in Machine Learning Algorithms for predictive Analytics in Data science" communicated to the International Multi-Conference AICTES which will be published in Springer in Lecture Notes in Electrical Engineering (LNEE) scries (Electronic ISSN 1876-1119 Print ISSN 1876-1100).