
Can we teach computers to learn like humans?
Image: Bruttokolliko, CC BY-SA 4.0, via Wikimedia Commons
Can we teach computers to learn like humans?
Imagine you're trying to teach a child to recognize different fruits by showing them pictures and telling them what they are. You start with easy ones like apples and gradually introduce more complex ones like persimmons.
Curriculum learning is like starting with simple fruits and slowly moving to harder ones, helping the child learn better by building on what they already know.
Example
First, you show the child 10 apple pictures, then 10 orange pictures, and gradually add more complex fruits.
Remember this
It's about teaching machines in a step-by-step way, starting simple and gradually increasing complexity.
Text adapted from Wikipedia, licensed under CC BY-SA 4.0.
Learning theory (education)
Can learning be tailored like a custom-fit suit?
Glossary of artificial intelligence
Can computers learn to mimic human brain functions?
Language model benchmark
Can we train smarter, not harder?
Prompt engineering
The GenAI model learns tasks from examples in the prompt
Neural network (machine learning)
Ever tried adjusting the learning rate like tuning a musical instrument?
soft targets carry more information than hard labels: they encode class similarities
Why do some learning methods need to explore more than others?
Swipe through more Machine Learning concepts
Open Pocket Polymath