Mathematical Basics

Mathematical basics form the foundation of various fields, including computer science, data science, and artificial intelligence. These fundamentals encompass essential concepts such as arithmetic, algebra, geometry, and calculus. Understanding these principles is crucial for problem-solving and analytical thinking. For instance, calculus is vital for optimizing functions, while algebra helps in manipulating equations. Additionally, concepts like probability and statistics are essential for data analysis and decision-making. A solid grasp of mathematical basics not only enhances computational skills but also fosters logical reasoning, making it an indispensable tool in both academic and professional settings.

Math

Machine Learning from Scratch Book

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1.3 Mathematical Background

Open Data Structures in Java

In this section, we review some mathematical notations and tools used throughout this book, including logarithms, big-Oh notation, and probability theory. This review will be brief and is not intended...

The Fundamental Mathematics of Machine Learning

Towards AI

Table Of Contents · Overview ∘ Brief Overview of the Importance of Math in ML · Importance of Math in Machine Learning ∘ Linear Algebra and Calculus in ML · Vector Norms · Linear Algebra in ML ∘ Basic...

5 Mathematical Concepts For Better Programming

Level Up Coding

Let’s learn the Mathematics that forms the basis of Computer science Continue reading on Level Up Coding

Mathematical concepts

Super Study Guide

Combinatorics Factorial The factorial n ! n! n ! of a given integer n n n is defined as follows: n ! ≜ n × ( n − 1 ) × . . . × 2 × 1 \boxed{n!\triangleq n\times(n-1)\times...\times2\times1} n ! ≜ ...

50 Mathematical Concepts For Better Programming (Part 8)

Level Up Coding

Let’s learn the Mathematics that forms the basis of Computer Science Continue reading on Level Up Coding

50 Mathematical Concepts For Better Programming (Part 6)

Level Up Coding

Let’s learn the Mathematics that forms the basis of Computer Science Continue reading on Level Up Coding

50 Mathematical Concepts For Better Programming (Part 4)

Level Up Coding

Let’s learn the Mathematics that forms the basis of Computer science Continue reading on Level Up Coding

50 Mathematical Concepts For Better Programming (Part 5)

Level Up Coding

Let’s learn the Mathematics that forms the basis of Computer Science Continue reading on Level Up Coding

50 Mathematical Concepts For Better Programming (Part 12)

Level Up Coding

Let’s learn the Mathematics that forms the basis of Computer science Continue reading on Level Up Coding

Mathematics of Principal Component Analysis

Analytics Vidhya

In our elementary classes, we had performed addition, subtraction, multiplication etc. of numbers and we called them Arithmetic. Basically the operations on numbers or its manipulation is called…

Linear Algebra

Dive intro Deep Learning Book

By now, we can load datasets into tensors and manipulate these tensors with basic mathematical operations. To start building sophisticated models, we will also need a few tools from linear algebra. Th...