You are a cloud systems administrator for a Deep Learning and Artificial Intelligence $($AI$)$ applications research laboratory. The organization outsources cloud services from a third$-$party cloud service provider $($CSP$),$ in this case, Amazon Web Services $($AWS$)$ Amazon Elastic Compute Cloud $($EC$2).$ It is your responsibility to manage virtual machine $($VM$)$ instances for the laboratory.

Recently, the lab has expanded operations and obtained more contracts. The different machine learning and Al tasks performed by the organization have very different requirements, as some are based on compute and memoryheavy techniques, whereas others require immense GPU compute power for deep learning using frameworks like Google's Tensorflow. Your job is to configure a new set of container$-$based instances with resources optimized, based on the type of machine learning task, and using the specifications given to you for each task.

The types of analysis tasks and their instance requirements are as follows: