FB Prophet

ikhilaby 2,039 views 4 slides Dec 17, 2017
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About This Presentation

Introduction to FB Prophet.


Slide Content

FB Prophet
Forecasting at scale
in/nikhilbaby

❏Forecasting tool available in Python and R open sourced by facebook.
(https://research.fb.com/prophet-forecasting-at-scale/)


❏Philosophy:

❏Completely automatic forecasting techniques can be brittle and they are often
too inflexible to incorporate useful assumptions or heuristics.

❏Analysts who can produce high quality forecasts are quite rare because
forecasting is a specialized data science skill requiring substantial experience

❏Hourly, daily, or weekly observations with at least a few months (preferably a year) of history
❏Strong multiple “human-scale” seasonalities: day of week and time of year
❏Important holidays that occur at irregular intervals that are known in advance
❏A reasonable number of missing observations
❏Historical trend changes, for instance due to product launches or logging changes





Where Prophet shines

Demo