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The tutorial outlines a practice exercise aiming to write a Python regex code to capture specific data from text lines. The goal is to identify lines that may begin with various characters followed by two sets of six-digit numbers and two sets of numbers with exactly two decimal places. The text may also include commas and a description at the end, with additional characters, digits, or spaces surrounding the elements to be extracted. The output will be stored in a named tuple called `Invoice`, which consists of fields for invoice date, due date, invoice amount, and amount description. The input strings are contained in a variable named `lines`. The speaker expresses optimism about achieving better results this time.