There are a lot of misconceptions about Machine Learning & AI in terms of the required skills, R&D versus Production, required hardware platforms, Data Science & Data Engineering. Immersion cooling is the perfect partner to provide sustainable AI due to the ultra dense nature of some Machine Learning & AI computing requirements. XDS is perfectly placed to provide guidance and expertise with our best in class ecosystem.