Machine Learning Project Management and Deployment ( including cloud resources for deployment and training)
Teacher: Nicolò Valigi (AI Academy)
This course will teach the skills and techniques needed to ship products based on Machine Learning technologies. We will discuss how project management and developer workflow need to adapt for ML-heavy projects, in terms of measuring progress, setting milestones, and enabling quick iteration. We will also consider infrastructure choices, weighting the pros and cons of on-premise and cloud-based configurations for training, compute, and dataset handling. As a practical example, the students will deploy a machine learning model for inference on the cloud.