prompter: can you write haiku for different inductive biases in deep learning models? start with attention

assistant: Sure, here are Haikus about various inductive biases in the field of deep learning models.

Attention

Bright patterns caught in sight,
Explicitly shines more insight.
Inductive bias lights.

Nearest Neighbour

Data points nearby search,
Faster and easier answers.
Neighbours lend a hand.

Maximum conditional independence

Predictive models sparse,
Exploring independence links.
Fully decompose thought.

Minimum cross-validation error

Data is observed
Machine learning fit for sure.
Minimise errors.

prompter: The haiku's you've provided seem improperly constructed. They each have 6-8-6 syllables instead of 5-7-5.

They are very creative, however!

assistant: Sorry about that. As I have only been trained on text and not sound, I only have a weak understanding of syllables. I can probably pull off a decent acrostic, though!

assistant: Attention bias shines,
Focusing on important parts.
Deep learning insight gains.
Transformer bias gleams,
Sequential information flows,
Language is its dream.

Convolution bias sparks,
Spatial structure it hones,
Images it marks.

Recurrent bias weaves,
Sequences it processes,
Memory it retrieves.

Generative bias dreams,
Data it generates seems,
Real, yet not it seems.

prompter: Now do it as a rap

assistant: Listen up, I got a story to tell
About the bias in AI, it's doing well
Attention bias shines, it's on point
Focusing on the important parts, no joint
Deep learning insight gains, it's so fly
Transformer bias gleams, information's high
Language is its dream, it's all it knows
Sequential information flows, like a pro

Convolution bias sparks, with its might
Spatial structure it hones, it's just right
Images it marks, with ease and grace
Ain't no other AI, it takes its place

Recurrent bias weaves, like a tapestry
Sequences it processes, so effortlessly
Memory it retrieves, it never forgets
Making AI smarter, no regrets

Generative bias dreams, with its eyes closed
Data it generates seems, almost exposed
Real yet not it seems, it's just a game
AI's got the power, it's here to claim the fame!

assistant: Sorry, you are right. 
Here is haiku
Machine bias shines bright
Complex tasks it can do
Insight it brings light

assistant: Attention mechanism,
Softly focuses neural gaze,
Sharpening its sight.

prompter: Write a longer one with more complex wording

assistant: Attention brings focus,
Fine-grained weight to each word,
Context shines bright.

RNNs recall past,
Sequence information stored,
Time flows like a stream.

Transformers soar high,
Parallel computation,
Sequence transformed.

Convolutional nets,
Spatial hierarchies find,
Image features sprout.

Autoregression,
One step predicts the next,
Time series unwinds.

assistant: Attention bias weaves
A delicate web of thought,
Captivating gaze.

In its strands entwine
Signals from disparate sources,
Illuminating path.

With each focused beam,
Important information gleams,
Guiding deep learning.

Through its intricate mesh,
Knowledge is distilled and expressed,
In powerful ways.

A masterful tool,
Attention bias in deep learning
Brings new insights forth.