Intellectual property in the age of Industry 4.0

I am looking for specific references describing guidance principles around the interplay between IP (intellectual property) and Artificial Intelligence algorithms. For example, Company A has a large dataset and Company B has advanced algorithmic capabilities (assume near-AI). How might Company A protect itself in a joint partnership with company B? Apologies if AI SE is…

Choosing Data Augmentation smartly for different application

I’m trying to understand the role of data augmentation and how it can affect the performance/accuracy of a deep model. My target application is fire detection (on video frames), with almost 15K positive and negative samples, and I was using the following data augmentation techniques. Does using ALL the followings always increase the performance? Or…