
[39] Burr Settles - Curious Machines: Active Learning with Structured Instances
The Thesis Review
Machine Learning Meets Language Learning
This chapter explores the integration of educational theories and machine learning within the realm of language learning at Duolingo. It covers the development of adaptive learning methodologies and a computer adaptive placement test, aimed at personalizing lessons to enhance user engagement and learning outcomes. The authors also discuss the challenges of evaluating machine learning systems in real-world applications and the balance between quick metrics and more comprehensive assessment methods.
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