Which highly popular optimization algorithm, introduced in 2014, is
Chapter 1

Gathering the raw digital ingredients

Chapter 2

Washing and prepping the data

Chapter 3

Slow-cooking in the neural oven

Chapter 4

Taste-testing and seasoning

YOUR GOAL

Master of The digital cookbook for hungry algorithms

Ch 3 · Slow-cooking in the neural oven
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007skaty Artificial intelligence systems use loss functions to measure and correct mistakes

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007skaty Stirring Weights and Biases

We stir the weights and nudge the bias high, To feed a clever recipe to our AI.

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Memorizing the past makes us rigid when facing the unfamiliar.

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007skaty Digital neurons rely on weights and biases to process information.

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Preheating the GPU kitchen

007skaty Originally designed for video games, GPUs in massive server farms perform millions of math calculations simultaneously to power modern AI.

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Adjusting heat with loss functions

007skaty Since 2014, the Adam algorithm uses mathematical loss scores to adjust AI dials

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Byte-Sized Bakery
BETA

007skaty Sort data ingredients into baking recipes to discover how we feed and train AI.

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Fun Fact

GPU heat: Training a single giant AI model can emit as much carbon as five cars over their lifetimes.

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Glossary
fine-tuning (noun)
The process of making small, precise adjustments to something in order to achieve the best possible performance. Engineers in Geneva use this process over forty hours to adapt neural networks for domestic assistants.

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Gossip

Which AI superpower would you cook up?

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Quiz

Which hardware component, originally built for 3D video games, is the primary engine used to train neural networks?

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007skaty The graphics processing units that power artificial intelligence

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The master recipe of attention

007skaty The landmark paper Attention Is All You Need explains how self-attention links distant words to feed our digital AI families.

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Quiz

Meta built a massive computing cluster in 2024 featuring how many high-performance graphics processing units?

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Quiz

Which highly popular optimization algorithm, introduced in 2014, is used to adjust AI weights based on the loss function?

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Quiz

What mathematical tool measures the difference between an AI's prediction and the actual correct target answer?

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Quiz

In machine learning, what is the term for one complete pass of the entire training dataset through the neural network?

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Quiz

What is the term for the training error where a model memorizes its training data too well but fails on new data?

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Quiz

How many parameters (weights and biases) did the base GPT-3 model possess when it was released in 2020?

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Quiz

What are the adjustable mathematical parameters in a neural network that determine the strength of connections between artificial neurons?

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