Zero Shot Learning for Code Education: Rubric Sampling with Deep Learning Inference

Understand

In modern computer science education, massive open online courses (MOOCs) log thousands of hours of data about how students solve coding challenges.

• Being so rich in data, these platforms have garnered the interest of the machine learning community, with many new algorithms attempting to autonomously provide feedback to help future students learn.
• But what about those first hundred thousand students? In most educational contexts (i.e.
• classrooms), assignments do not have enough historical data for supervised learning.