Mathematics
3 topics available
Calculus
Calculus is the mathematical study of continuous change, focusing on how things change over time or space, using two main branches: differential calculus (finding instantaneous rates of change, slopes, and derivatives) and integral calculus (finding accumulation, areas, volumes, and sums of infinite small parts). It provides the tools to model motion, growth, and accumulation, serving as the foundation for physics, engineering, economics, and many other sciences by dealing with curves and dynamic systems, unlike static algebra.
Linear Algebra
Linear algebra is a branch of mathematics that studies vectors, vector spaces, matrices, and linear transformations, providing tools to solve systems of linear equations and model complex data, making it fundamental for fields like physics, engineering, computer graphics, and machine learning.
Mathematics for Machine Learning
Mathematics for Machine Learning (ML) describes the foundational concepts from linear algebra, calculus, probability & statistics, and optimization that enable algorithms to represent data, learn patterns, and make predictions, allowing us to build and understand models for tasks like regression, classification, and dimensionality reduction