Tag: concepts
Conceptual and mathematical summary for machine learning
Machine learning makes use of multiple mathematical formulas and relations to implement the different tasks it can handle. Gathered in the following “cheat sheets” by Afshine and Shervine Amidi, the concepts for supervised and unsupervised learning, deep learning together with machine learning tips and tricks, probabilities, statistics algebra and calculus reminders, are all presented in details…
1. Introduction and scope
What is Artifical Intelligence? Algorithms, enabled by constraints, exposed by representations, that support the building of models targeted at thinking, perception and action, and the loops that tie them together. Artificial Intelligence is applied through problem solving procedures, methods, techniques and algorithms. How to approach a problem Generate solutions and test to obtain positive or…