Szczegóły ebooka

Practical Discrete Mathematics. Discover math principles that fuel algorithms for computer science and machine learning with Python

Practical Discrete Mathematics. Discover math principles that fuel algorithms for computer science and machine learning with Python

Ryan T. White, Archana Tikayat Ray

Ebook
Discrete mathematics deals with studying countable, distinct elements, and its principles are widely used in building algorithms for computer science and data science. The knowledge of discrete math concepts will help you understand the algorithms, binary, and general mathematics that sit at the core of data-driven tasks.
Practical Discrete Mathematics is a comprehensive introduction for those who are new to the mathematics of countable objects. This book will help you get up to speed with using discrete math principles to take your computer science skills to a more advanced level.
As you learn the language of discrete mathematics, you’ll also cover methods crucial to studying and describing computer science and machine learning objects and algorithms. The chapters that follow will guide you through how memory and CPUs work. In addition to this, you’ll understand how to analyze data for useful patterns, before finally exploring how to apply math concepts in network routing, web searching, and data science.
By the end of this book, you’ll have a deeper understanding of discrete math and its applications in computer science, and be ready to work on real-world algorithm development and machine learning.
  • 1. Key Concepts, Notation, Set Theory, Relations, and Functions
  • 2. Formal Logic and Constructing Mathematical Proofs
  • 3. Computing with Base-n Numbers
  • 4. Combinatorics Using SciPy
  • 5. Elements of Discrete Probability
  • 6. Computational Algorithms in Linear Algebra
  • 7. Computational Requirements for Algorithms
  • 8. Storage and Feature Extraction of Graphs, Trees, and Networks
  • 9. Searching Data Structures and Finding Shortest Paths
  • 10. Regression Analysis with NumPy and Scikit-Learn
  • 11. Web Searches with PageRank
  • 12. Principal Component Analysis with Scikit-Learn
  • Tytuł: Practical Discrete Mathematics. Discover math principles that fuel algorithms for computer science and machine learning with Python
  • Autor: Ryan T. White, Archana Tikayat Ray
  • Tytuł oryginału: Practical Discrete Mathematics. Discover math principles that fuel algorithms for computer science and machine learning with Python
  • ISBN: 9781838983505, 9781838983505
  • Data wydania: 2021-02-22
  • Format: Ebook
  • Identyfikator pozycji: e_2a2e
  • Wydawca: Packt Publishing