Recent advances in Machine and Deep Learning (ML/DL) have led to many exciting challenges and opportunities.Modern ML/DL and Data Science frameworks including TensorFlow, PyTorch, and Dask have emerged that offer high-performance training and deployment for various types of ML models and Deep Neural Networks (DNNs).This tutorial provides an overview of recent trends in ML/DL and the role of cutting-edge hardware architectures and interconnects in moving the field forward.We will also present an overview of differe…