Can learning be tailored like a custom-fit suit?
Image: U.S. Navy Photo by Mass Communication Specialist 3rd Class Jeff Johnstone, Public domain, via Wikimedia Commons
Can learning be tailored like a custom-fit suit?
Imagine you're trying to learn a new language. You already know Spanish, but English grammar rules are confusing and seem unrelated to Spanish.
Curriculum learning helps you by building on what you already know, making new connections easier. It's like using Spanish grammar knowledge to understand English grammar better.
Example
You learn English verbs by comparing them to Spanish verbs, noticing patterns like "to go" in English (go) and Spanish (ir).
Remember this
Curriculum learning makes new knowledge easier by connecting it to what you already know.
Text adapted from Wikipedia, licensed under CC BY-SA 4.0.
Machine learning
Can we teach computers to learn like humans?
Knowledge distillation
Knowledge distillation transfers knowledge from a large model to a smaller one without loss of validity
Project-based learning
Why do students sometimes struggle with complex topics?
soft targets carry more information than hard labels: they encode class similarities
Why do some learning methods need to explore more than others?
Retrieval-augmented generation
RAG enables LLMs to access new information without retraining
Prompt engineering
The GenAI model learns tasks from examples in the prompt
Swipe through more Machine Learning concepts
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