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2 changes: 1 addition & 1 deletion docs/src/anatomy_of_an_implementation.md
Original file line number Diff line number Diff line change
Expand Up @@ -414,7 +414,7 @@ The [`obs`](@ref) methods exist to:

!!! important

While many new learner implementations will want to adopt a canned data front end, such as those provided by [LearnDataFrontEnds.jl](https://juliaai.github.io/LearnAPI.jl/dev/), we
While many new learner implementations will want to adopt a canned data front end, such as those provided by [LearnDataFrontEnds.jl](https://juliaai.github.io/LearnDataFrontEnds.jl/dev/), we
focus here on a self-contained implementation of `obs` for the ridge example above, to show
how it works.

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