Название: Machine Learning Essentials You Always Wanted to Know: A Beginner's Guide to Machine Learning with Hands-on Coding and Real-World Applications
Автор: Dhairya Parikh
Издательство: Vibrant Publishers
Год: 2025
Страниц: 290
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

A Beginner's Guide to Machine Learning with Hands-on Coding and Real-World Applications.

Covers key algorithms and techniques
Ideal for students and professionals
Hands-on implementation included
Master the fundamentals of ML and take the first step towards a career in AI!

In today’s rapidly evolving world, Machine Learning (ML) is no longer just for researchers or data scientists. From personalized recommendations on streaming platforms to fraud detection in banking, ML powers many aspects of our daily lives. As industries increasingly adopt AI-driven solutions, learning Machine Learning has become a valuable skill. Yet, many find the subject overwhelming, often intimidated by its mathematical complexity. That’s where Machine Learning Essentials You Always Wanted to Know (Machine Learning Essentials) comes in. This beginner-friendly guide offers a structured, step-by-step approach to understanding Machine Learning concepts without unnecessary jargon. Whether you are a student, a professional looking to transition into AI, or simply curious about how machines learn, this book provides a clear and practical roadmap to mastering ML.

Once we are clear on the theoretical aspects, we will delve into the practical side! We will talk about the go-to programming language for ML and the one we will use throughout this book: “Python.” For the entirety of this book, we will focus on Python as the primary programming language. We will go through the main packages we will use throughout this journey we have embarked on.

Authored by Dhairya Parikh, an experienced data engineer who returned to academia to refine his expertise, this book bridges the gap between theory and real-world application. It simplifies the core concepts of ML, breaking them down into digestible explanations paired with hands-on coding exercises to help you apply what you learn.

What You’ll Learn:

The fundamentals of machine learning and how it powers modern technology
The three key types of ML—Supervised, Unsupervised, and Reinforcement Learning
How to combine algorithms, data, and models to develop AI-driven solutions
Practical coding techniques to build and implement machine learning models

Part of Vibrant Publishers’ Self-Learning Management Series, this book serves as a valuable guide for building Machine Learning skills, enhancing your expertise, and advancing your career in AI and Data Science.

Machine Learning Essentials You Always Wanted to Know offers a clear, friendly, and practical introduction to Machine Learning. The book is structured like a guided learning journey—from understanding what Machine Learning is, to seeing how it’s applied in real life, to writing hands-on Python code. It’s beginner-friendly, yet technical enough to build a strong foundation. The historical timeline, real-world examples (like Netflix recommendations and Google Maps), and helpful visuals make the concepts relatable and easy to remember. – Julia Appelskog, Book Trade Professional, Productive Planet