Artificial Intelligence (AI), Data Science (DS) and Machine Learning (ML) have gain lot of importance and applicability in almost all sectors. Many technocrats and research aspirants are seeking support to start their research in AI, DS ML. With this in mind, Biomedical Applications and Soft Computing (BASC) SIG of Computer Engineering is organizing the proposed workshop. This intensive SIG workshop will help the participants to apply the different ML techniques to variety of applications. The workshop will focus on understanding of input data, training models with ML algorithms, different ML tools, preserving data, federated learning, etc. All contents will be covered through demonstration and practical execution.