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Wondering if there is a simple way to do it in bulk?

Looking for something like pd.read_csv etc. for a file with tfrecords and then convert it to a pandas dataframe.

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Pandas-tfrecords library helps to convert pandas to tfrecords and tfrecords to pandas dataframe i.e., pandas-tfrecords.

Use this library by installing

pip install pandas-tfrecords

For more details on the library find here.