Watching from afar the great advances in machine learning over the past few years with AlphaZero, GPT3, DALLE2 I felt it important for me to start understanding what is going on under the hood. Having just completed the private pre-release of the course run through USQ, as my first foray into machine learning this was a great introduction that had me quickly produce a working image classification system. The videos are packed really with insightful rid-bits about practical approaches to iterating quickly to understand the data better to produce better results. Very much recommend the course.