Deep Learning And The Limits Of Learning By Correlation Rather Than Causation

Deep Learning And The Limits Of Learning By Correlation Rather Than Causation

AI development today has become fixated on singular monolithic models trained end-to-end without any human assistance and encapsulating an almost general intelligence-like variety of tasks together. The resulting models have struggled in areas like content moderation to sufficiently abstract beyond their limited training data. Yet, as…

What is the difference between machine learning (ML) and robotic process automation (RPA) technology?

What is the difference between machine learning (ML) and robotic process automation (RPA) technology?

As newer technologies evolve, differentiating one from another becomes challenging. The difficulty increases when it appears that the technologies perform similar functions. Even the technical language can add to the confusion. However, organizations need at least a high-level understanding of a technical…

Metrics to Use to Evaluate Deep Learning Object Detectors

Metrics to Use to Evaluate Deep Learning Object Detectors

By Venkatesh Wadawadagi, Sahaj Software Solutions Different approaches have been employed to solve the growing need for accurate object detection models. More recently, with the popularization of the convolutional neural networks (CNN) and GPU-accelerated deep-learning frameworks, object- detection algorithms started being developed from…