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Everything AI & Law · Jun 21, 2025 · 18 min

AI Model (Machine Learning) Simplified

What makes up an AI model? It’s simpler than you think. In this video, I break down my secret formula:AI Model = Training Data + Algorithm. You’ll learn: The role of training data and algorithms in building AI The core training dilemma: Optimization vs. Generalization Common errors in model training: Overfitting vs. Underfitting What “High Variance” and “High Bias” actually mean This is a beginner-friendly explanation that cuts through the jargon and gets straight to the point. ---------------------- Also! I’m thrilled to announce my new book "AI, Machine Learning, Deep Learning: From Novice to Pro" is available for pre-order now. Here is the preorder link - ⁠https://a.co/d/fJX1qUE⁠

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What makes up an AI model? It’s simpler than you think.

In this video, I break down my secret formula:AI Model = Training Data + Algorithm.

You’ll learn:

  • The role of training data and algorithms in building AI
  • The core training dilemma: Optimization vs. Generalization
  • Common errors in model training: Overfitting vs. Underfitting
  • What “High Variance” and “High Bias” actually mean

This is a beginner-friendly explanation that cuts through the jargon and gets straight to the point.


----------------------

Also! I’m thrilled to announce my new book "AI, Machine Learning, Deep Learning: From Novice to Pro" is available for pre-order now.

Here is the preorder link - ⁠https://a.co/d/fJX1qUE⁠

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