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Machine Learning for Beginners

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Discover the foundations of Machine Learning through a step-by-step approach combining clear explanations, methods, and solved exercises. From data preparation to model evaluation, this book guides you through your first steps.

200.0 MAD / Printed Book

About This Product

Discover the content, objectives and characteristics of this academic book.

Description

Would you like to understand Machine Learning and learn how to choose the right methods for your data? Machine Learning for Beginners offers a structured learning path to help you master the fundamentals, step by step.

You will learn how to evaluate model performance, transform data, reduce dimensionality, and balance classes. You will then explore the main regression, classification, and clustering methods to understand their principles and applications.

Each chapter includes learning objectives, a concise lesson, methodological explanations, and practice exercises with detailed, annotated solutions. This approach helps you reinforce your understanding and practise at your own pace.

The book focuses on conceptual understanding and mathematical reasoning, with no programming knowledge required. It is intended for students, teachers, and anyone wishing to build a solid foundation in Machine Learning.

Book Information

Author Mansour Salah-Eddine
Language English
Pages 186
Format Printed Book
Level intermediate

What You Will Learn

Through simple explanations, practical exercises, and a learning approach designed to develop understanding, creativity, and problem-solving skills.

Evaluation Methods

Measure and interpret model performance.

Data Transformation

Prepare data for learning.

Dimensionality Reduction

Simplify data representations.

Sampling and Class Balancing

Understand and address class imbalances.

Regression Methods

Predict numerical values.

Classification Methods

Assign observations to categories.

Clustering Methods

Group observations based on their similarities.

Prerequisites

  • Basic algebra: equations, functions, vectors, and matrices.
  • Elementary probability and statistics: mean, variance, and probabilities.
  • No prior knowledge of Machine Learning required.
  • No programming skills required.

Who Is This Book For?

  • Students in computer science
  • Beginners looking to discover Machine Learning.
  • Teachers
  • Professionals

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Order Information

Product Machine Learning for Beginners
Unit Price 200.0 MAD
Quantity 1
Total 200.0 MAD