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6 changes: 3 additions & 3 deletions chapter_introduction/index.md
Original file line number Diff line number Diff line change
Expand Up @@ -642,8 +642,8 @@ While regression models are great
for addressing *how many?* questions,
lots of problems do not fit comfortably in this template.
Consider, for example, a bank that wants
to develop a check scanning feature for its mobile app.
Ideally, the customer would simply snap a photo of a check
to develop a cheque scanning feature for its mobile app.
Ideally, the customer would simply snap a photo of a cheque
and the app would automatically recognize the text from the image.
Assuming that we had some ability
to segment out image patches
Expand Down Expand Up @@ -1615,7 +1615,7 @@ have been deployed since the 1990s.
This is, after all, the source
of the famous MNIST dataset
of handwritten digits.
The same applies to reading checks for bank deposits and scoring
The same applies to reading cheques for bank deposits and scoring
creditworthiness of applicants.
Financial transactions are checked for fraud automatically.
This forms the backbone of many e-commerce payment systems,
Expand Down
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