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Machine Learning Intuition: Uncovering the simple ideas behind the science of prediction by Eliott Kalfon

Machine Learning Intuition: Uncovering the simple ideas behind the science of prediction

by Eliott Kalfon
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Book cover type: Paperback
  • ISBN13: 9798243365819
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Independently Published
  • Publisher Imprint: Independently Published
  • Publication Date:
  • Pages: 266
  • Original Price: GBP 8.95
  • Language: English
  • Edition: N/A
  • Item Weight: 359 grams
  • BISAC Subject(s): Machine Theory

Everyone is talking about Machine Learning and AI. Chatbots, self-driving cars, medical diagnoses, fraud detection... Algorithms are making decisions that shape our daily life.

And yet, when we try to learn how any of it works, we hit a wall of equations, jargon, and textbooks written for PhD students. This book was written to break down that wall.

Machine Learning Intuition teaches you the core ideas behind ML, not with heavy mathematics, but with clear explanations and simple visuals. You will understand how an algorithm learns from examples, why it makes the predictions it does, and how the full ML workflow fits together.

By the end, you will be able to:

  • Explain what Machine Learning actually is (and is not)
  • Understand how models like k-Nearest Neighbours and Decision Trees work
  • Make sense of model evaluation, data preprocessing, and feature engineering
  • Follow an end-to-end ML project from raw data to prediction
  • See how modern generative AI connects to these foundations
No prior experience required. No degree needed. Just curiosity. If you have ever wanted to truly understand AI, this is the book to start with.

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