About

EconDL is a comprehensive resource detailing applications of Deep Learning in Economics. This is a companion website to the paper Deep Learning for Economists and aims to be a go-to resource for economists and other social scientists for applying tools provided by deep learning in their research.

This website contains user-friendly software and dataset resources, and a knowledge base that goes into considerably more technical depth than is feasible in a review article. The demos implement various applications explored in the paper, largely using open-source packages designed with economists in mind. They require little background and will run in the cloud with minimal compute, allowing readers with no deep learning background to gain hands-on experience implementing the applications covered in the review.



Multimodal Learning

Lecture 10: Multimodal Learning

February 28, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Semantic and Syntacting Similarity

Lecture 11: Semantic and Syntactic Similarity

March 2, 2023 - 1 minute read - Category: Intro - Tags: Deep learning

Text Retrieval

Lecture 12: Text Retrieval

March 20, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Entity Linking

Lecture 13: Entity Linking (NER and Entity Disambiguation)

March 21, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Topic and Sentiment Classification

Lecture 14: Topic and Sentiment Classification

March 22, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Object Detection

Lecture 15: Object Detection and Document Image Analysis

March 23, 2023 - 3 minute read - Category: Intro - Tags: Deep learning

OCR and Record Linkage

Lecture 16: OCR and Record Linkage

March 24, 2023 - 2 minute read - Category: Intro - Tags: Deep learning

Diffusion and GANs

Lecture 17: Diffusion Models and GANs

March 25, 2023 - 3 minute read - Category: Intro - Tags: Deep learning

Remote Sensing

Lecture 18: Remote Sensing

March 26, 2023 - 2 minute read - Category: Intro - Tags: Deep learning