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20 typos from lecture 1 to lecture 6 #11

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JohnnaLiu999
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netid: jl4528

Thanks! :)

@JohnnaLiu999
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My bad. It seems like it only pulls my 4 changes in lecture 6. I will pull the left 16 fix typos in later pull requests. Thanks!

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@shachideshpande shachideshpande left a comment

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In predicting 'on' new inputs, we are specifying that the model output will be predicted based on the new data input. Hence, this 'on' is appropriate. Other two garmmatical errors can be approved.

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