Enhancing Comprehension of Machine Learning Notebooks Through Static Analysis

Researcher

Ashwin Prasad Shivarpatna Venkatesh

Publications

• Ashwin Prasad Shivarpatna Venkatesh, Jiawei Wang, Li Li, Eric Bodden (2023): Enhancing Comprehension and Navigation in Jupyter Notebooks with Static Analysis Full Publication

Research Theme

R3 Sustainability & Efficiency

Jupyter notebooks, commonly used by data scientists for machine-learning solutions in Python, often lack documentation and narrative structure. We are investigating how we can approach this problem using static analysis to automatically document and categorize code to enhance code readability and comprehension.