Maths for AI: All Mathematics and Statistics you need to know for understand Artificial Intelligence

Maths for AI — Mathematics and Statistics for Artificial Intelligence

Build a solid understanding of the mathematics behind artificial intelligence and stop seeing algorithms and machine learning models as a “black box.”

This practical eBook explains the essential mathematical and statistical concepts used in AI and machine learning through clear explanations, illustrations, and practical Python examples.

Inside, you will explore:

* Linear algebra, matrices, vectors, and decompositions

* Calculus applied to machine learning

* Probability and statistics

* Optimization and gradient descent

* The mathematical foundations of neural networks

* Regression, decision trees, SVM, KNN, and clustering

* Practical implementations using Python

* NumPy, Pandas, SciPy, TensorFlow, and PyTorch

* Applications in computer vision, natural language processing, and reinforcement learning