Neural Networks: The Building Blocks of AI

Classical ML/DL Practitioner Curriculum · 4:12

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Lyrics

[Verse 1]
Deep inside the circuits, there's a pattern we can see
Neurons fire together, like synapses you and me
Each connection holds a weight, a number small or large
When the signals flow together, they decide what's in charge

[Chorus]
Neural networks learn and grow
Input, hidden, output flow
CNNs see the world so clear
RNNs remember what they hear
Transformers pay attention now
Building blocks of AI, we'll show you how

[Verse 2]
Start with simple perceptrons, they make a yes or no
Add more layers in between, watch the magic start to grow
Forward pass sends data through, from left side to the right
Backpropagation learns from wrong, adjusting weights each night

[Chorus]
Neural networks learn and grow
Input, hidden, output flow
CNNs see the world so clear
RNNs remember what they hear
Transformers pay attention now
Building blocks of AI, we'll show you how

[Bridge]
Convolutional layers scan for edges, shapes, and lines
Pooling layers shrink it down, finding patterns in the signs
Recurrent networks hold the past, in memory they keep
Long short-term can bridge the gap when sequences run deep

[Verse 3]
Attention is the newest trick, it weights what matters most
Transformers changed the game complete, from coast to coast they boast
Self-attention looks within, cross-attention looks between
Multi-headed parallel processing, smartest we've ever seen

[Chorus]
Neural networks learn and grow
Input, hidden, output flow
CNNs see the world so clear
RNNs remember what they hear
Transformers pay attention now
Building blocks of AI, we'll show you how

[Outro]
From image recognition bright
To language models day and night
These building blocks will pave the way
For AI systems every day

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