The Quantopian Podcast

Quant Radio: Impact of Business Cycles on Machine Learning Predictions


Listen Later

How do machine learning models handle economic downturns? Turns out, not so well! In this episode, we dive into fascinating research that reveals how financial AI models struggle during recessions—and how a clever "decoder" method could help detect economic downturns before they happen.


We discuss why traditional models fail, how financial data shifts during recessions, and how researchers are using machine learning’s own weaknesses to create an early warning system for market crashes. Can AI really predict a recession before it happens? Tune in to find out!


Find the full research paper here: https://community.quantopian.com/c/community-forums/quantpedia-impact-of-business-cycles-on-machine-learning-predictions


For more quant-focused content, join us at ⁠⁠⁠⁠https://community.quantopian.com⁠⁠⁠⁠. There, you can explore a wealth of resources, connect with fellow quants, engage in insightful discussions, and enhance your skills through our extensive range of online courses.


Quant Radio is an AI-generated podcast, intended to help people develop their knowledge and skills in Quant finance. This podcast is not intended to provide investment advice.

...more
View all episodesView all episodes
Download on the App Store

The Quantopian PodcastBy Quantopian

  • 5
  • 5
  • 5
  • 5
  • 5

5

2 ratings


More shows like The Quantopian Podcast

View all
Chat With Traders by Ian Cox and Tessa Dao

Chat With Traders

1,990 Listeners

Thoughts on the Market by Morgan Stanley

Thoughts on the Market

1,298 Listeners

All-In with Chamath, Jason, Sacks & Friedberg by All-In Podcast, LLC

All-In with Chamath, Jason, Sacks & Friedberg

9,913 Listeners

Signals and Threads by Jane Street

Signals and Threads

72 Listeners

The Freakonomics Radio Book Club by Freakonomics Radio + Stitcher

The Freakonomics Radio Book Club

236 Listeners

Unhedged by Financial Times & Pushkin Industries

Unhedged

167 Listeners

Papers With Backtest: An Algorithmic Trading Journey by Papers With Backtest

Papers With Backtest: An Algorithmic Trading Journey

2 Listeners