cs182_modeling_career_pathways

Sequence to run ipynbs

i. "Data Cleaning and Classification.ipynb". Furnishes cleaned data and classification results.

ii. "Part I. Baum-Welch from Scratch - experimental.ipynb". Our implementation of Baum-Welch written from scratch.

iii. "Part II. Baum-Welch Applied - main results.ipynb". Applies the "hmmlearn" package to yield emission and transition probabilities for the US labor market.

Runtime

i. ~10 minutes

ii. ~30-40 minutes

Package Dependencies

• hmmlearn (pip install hmmlearn)