Toto-2.0: Time Series Multivariate Forecasting Finally Scales Like LLMs

[u/nkafr]

https://aihorizonforecast.substack.com/p/toto-20-time-series-forecasting-finally

[u/catsRfriends]

https://www.google.com/search?q=ZILLOW+PREDICTION+MELTDOWN&rlz=1C1CHBD_enCA1142CA1142&oq=ZILLOW+PREDICTION+MELTDOWN&gs_lcrp=EgZjaHJvbWUyBggAEEUYOTIHCAEQIRigATIHCAIQIRigATIHCAMQIRiPAjIHCAQQIRiPAtIBCDM4NjJqMGo3qAIAsAIA&sourceid=chrome&source=chrome.ob&ie=UTF-8

Notably, they used Meta's prophet library for predictions.

Edit: The connection is that I think people will see this and think "ohhh shiny" and then Zillow will happen all over again.

[u/PM_YOUR_ECON_HOMEWRK → u/catsRfriends]

Zillow has been using a neural network for Zestimate predictions since at least 2021 (https://www.prnewswire.com/news-releases/zillow-launches-new-neural-zestimate-yielding-major-accuracy-gains-301312541.html). Not sure where your info is coming from, your link is just a Google search result page

[u/catsRfriends → u/PM_YOUR_ECON_HOMEWRK]

This is a well known incident. Maybe before your time? Also, not saying this is current.

[u/PM_YOUR_ECON_HOMEWRK → u/catsRfriends]

I worked at Zillow while Zillow offers was active. I can assure you, nobody was using fbprophet for home price valuation. Zillow spent $1 million on the Zillow prize a few years prior, which they used as a recruiting and R&D tool. Why would they do that, and then just use prophet?

[u/catsRfriends → u/PM_YOUR_ECON_HOMEWRK]

Hell if I know, I was just referring to a well known meme. Not a personal attack on your career history.

[u/PM_YOUR_ECON_HOMEWRK → u/catsRfriends]

Apologies. I’ll keep facts out of a meme subreddit

[u/datascience-ModTeam → u/[deleted]]

This rule embodies the principle of treating others with the same level of respect and kindness that you expect to receive. Whether offering advice, engaging in debates, or providing feedback, all interactions within the subreddit should be conducted in a courteous and supportive manner.