The FST Blog

Scribbles on food, science and travel!

Every bite is a journey, science simmers beneath each flavor and all journeys begin with curiosity!

Neural Networks and the taste of chocolate!

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Neural networks might sound technical, but you can understand them easily if you understand how you taste chocolate.

What Is a Neural Network?
A neural network is a computer program/model that learns from examples — the same way you learned what chocolate tastes like.

How Does It Work? Think About Eating Chocolate!
When you eat chocolate, your brain collects clues: sweetness, bitterness, creaminess, smell, texture. Your brain blends these clues and says: “Oh! This is chocolate.” Neural networks work the same way — in layers.

  1. Input Layer = Your taste buds
    Your taste buds gather raw information. Neural networks do the same with pixels, words, or sounds.
  2. Hidden Layers = Your brain mixing the flavors
    Your brain combines the clues step by step, building understanding, like a mix of sweet, creamy and a note of bitter. Hidden layers do this by detecting deeper patterns.
  3. Output Layer = The final decision
    Your brain concludes: “This is dark chocolate”. A neural network concludes things like “This is a cat” or “This text is positive”.

How Neural Networks Learn
You learned chocolate through experience — tasting, comparing, and updating your expectations. Neural networks do the same by guessing, checking errors, adjusting, and trying again. Like when you learn to distinguish between milk and dark chocolate. Take note: Reinforcement learning plays a big role in both types of neural networks – your brains (think advertisements and trends) and the computer models (more on markov decision process later ;))

Why This Matters
Neural networks use this chocolate-style learning to power voice assistants, translation, self-driving cars, recommendations, and more.

The Sweet Summary
Neural networks aren’t magic. They take in raw data, mix it in steps, and make a decision — just like your brain identifying (and loving) chocolate!


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