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, which are crucial for problem-solving and analytical thinking. Understanding mathematical notation, functions, and operations enables individuals to interpret data, develop algorithms, and optimize solutions effectively. Additionally, concepts like probability and statistics are vital for making informed decisions based on data analysis. A solid grasp of these mathematical principles is essential for anyone looking to excel in technical disciplines and apply quantitative reasoning in real-world scenarios.
Math
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1.3 Mathematical Background
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...
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The Fundamental Mathematics of Machine Learning
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...
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5 Mathematical Concepts For Better Programming
Let’s learn the Mathematics that forms the basis of Computer science Continue reading on Level Up Coding
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Mathematical concepts
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 ! ≜ ...
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50 Mathematical Concepts For Better Programming (Part 8)
Let’s learn the Mathematics that forms the basis of Computer Science Continue reading on Level Up Coding
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50 Mathematical Concepts For Better Programming (Part 6)
Let’s learn the Mathematics that forms the basis of Computer Science Continue reading on Level Up Coding
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50 Mathematical Concepts For Better Programming (Part 4)
Let’s learn the Mathematics that forms the basis of Computer science Continue reading on Level Up Coding
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50 Mathematical Concepts For Better Programming (Part 5)
Let’s learn the Mathematics that forms the basis of Computer Science Continue reading on Level Up Coding
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50 Mathematical Concepts For Better Programming (Part 12)
Let’s learn the Mathematics that forms the basis of Computer science Continue reading on Level Up Coding
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Mathematics of Principal Component Analysis
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…
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Linear Algebra
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...
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