Performing Basic Feature Engineering in Keras Reviews

10353 reviews

Guilherme A. · Reviewed over 3 years ago

Guilherme A. · Reviewed over 3 years ago

Sometimes methods for loading in data is confusing.

Tiego T. · Reviewed over 3 years ago

Xiaohui L. · Reviewed over 3 years ago

Mojtaba G. · Reviewed over 3 years ago

Finally got through the lab after a few attempts, the use of the min max function here, which relies on pandas functionality, is not intuitive. I would have preferred if we instead used a normalization layer which is native to tensorflow. Furthermore, setting random seeds so the work is reproducible/verifiable would be helpful in quantifying the model improvements and incorporating that in the notebook. The instructions for predictions on the test dataset weren't very clear to me. I think there's a missed opportunity here to do things like [(X, y)] = test_ds.take(1), model.predict(X), and likewise feature_layer(X) to help the student understand what's happening under the good. Thank you!

Pritam D. · Reviewed over 3 years ago

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Alexander K. · Reviewed over 3 years ago

Alexander K. · Reviewed over 3 years ago

The instructions around get_scal are not clear, possibly not correct. It says get_scal takes a list of features. In your solution, it takes only one feature. The minmax function hardcodes train[feature]. Given what's previously taught in the class, I was expecting the use of tf.keras.layers.Normalization for this normalization. I think the language/solution could be improved upon. I'm going to try and do this lab on my own to try and get to the end solution. Thank you!

Pritam D. · Reviewed over 3 years ago

Ayan D. · Reviewed over 3 years ago

Liu S. · Reviewed over 3 years ago

GAYATHRI D. · Reviewed over 3 years ago

The lab is just copy and paste from the video

Santiago C. · Reviewed over 3 years ago

Hyungil K. · Reviewed over 3 years ago

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