Machine Learning is a one of the fruitful concepts of technology which has found myriad applications. With respect to the supervised, unsupervised and reinforcement-based learning concepts, the ML algorithms are diversely used in many parts of real time trending applications. Majorly the robotics and mobile applications are related to the algorithmic concepts. Presently the robots are playing a vital role in several applications such as health care, household maintenance, food and supply chain managements and mobile based applications. With the base of the machine learning patterns, the Artificial Intelligence may take different roles and develop various applications in terms of chatbots, speech recognition, sentiment analysis, automotive products, online learning concepts and online fraud detection. ML Based algorithms are all set to become the core base of the booling technologies of the present and future.