Harvard_2355_Exercises

Exercises for Unleashing Novel Data at Scale, Harvard ECON 2355

These exercises provide introductions to common deep learning tasks in social science. They accompany Melissa Dell's course Econ 2355, Unleashing Novel Data at Scale. The exercises are:

1. Intro to deep learning and Pytorch
2. CNNs from scratch and image classification
3. Large Language Models and text classification
4. Model optimization and hyperparameter tuning
5. Contrastive Learning
6. Object Detection
7. (To come) OCR Finetuning

Please reach out at bryanptom [at] gmail [dot] com if you have questions or comments.