Code repo for the book "Feature Engineering for Machine Learning," by Alice Zheng and Amanda Casari, O'Reilly 2018

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Miscellaneous feature-engineering-book
Overview

feature-engineering-book

This repo accompanies "Feature Engineering for Machine Learning," by Alice Zheng and Amanda Casari. O'Reilly, 2018.

The repo does not contain the data because we do not have rights to disseminate them. Please follow the URLs given in the book to download the data.

Comments
  • Dataset needing

    Dataset needing

    Hi everyone, there are many datasets used in this book, but I didn't see source page links attached in the content. Could someone share those dataset please? Thank you!

    opened by HYLCHF 4
  • Data for the examples

    Data for the examples

    #Hello,

    Jupyter notebooks have a links to data files in local directories, but there are no directories in the repository, so it is unable to run notebooks, what is correct way to run these notebooks, need to manually download data files?

    Thank you.

    opened by labdmitriy 2
  • Renamed notebooks using book example ontology

    Renamed notebooks using book example ontology

    Walked through the book to match up chapters + example numbers to notebooks.

    This numbering allows readers + non-readers alike to follow through the repo in the order of the book.

    opened by amcasari 0
  • The problem in Tf-idf.ipynb

    The problem in Tf-idf.ipynb

    hi, when i run the 04.01-06 sample code,

    Create the target column--True for Nightlife businesses, and False otherwise

    twobiz_reviews['target'] = twobiz_reviews.apply(lambda x: 'Nightlife' in x['categories'], axis=1) there is a error: "ValueError: Cannot set a frame with no defined index and a value that cannot be converted to a Series" and i use the yelp dataset v13 how to solve this?

    opened by alexfeng2 0
  • Didn't find 'mag_subset20K.txt' file in the unzipped folder mag_papers_0

    Didn't find 'mag_subset20K.txt' file in the unzipped folder mag_papers_0

    I downloaded the mag_papers_0 file from the following link, https://www.openacademic.ai/oag/ , but didn't find the mag_subset20K.txt used in https://github.com/alicezheng/feature-engineering-book/blob/master/09.01-05_%5BEnd-to-End_Example%5D_Recommender_Take_1.ipynb.

    Is the mag_subset20K.txt file reconstructed from one of the source file, if so, how to build? if not, where is the right link to download this file?

    Thanks

    opened by tlemar 1
  • Don't understand 2 lines of code

    Don't understand 2 lines of code

    Hi Alice,

    Thanks for the great book! There are two lines of code in the last two notebooks for the end-to-end examples that I don't quite understand:

    • if order < 5: order += 1
    • if order < top_n: order += 1

    What was the rationale behind the fact that you used if blocks here?

    Thank you!

    opened by ivanyschen 0
Owner
Alice Zheng
Alice Zheng
GitHub
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