<commit_before># pyprobml

<img src="https://img.shields.io/github/stars/probml/pyprobml?style=social">


Python 3 code for the new book series [Probabilistic Machine Learning](https://probml.github.io/pml-book/) by <NAME>.
This is work in progress, so expect very rough edges.


## Running the scripts 

The `scripts` directory contains python files to generate individual figures from vol 1 and vol 2 of the book.
To manually execute an individual script from the command line,
follow this example:<commit_msg>tweaks<commit_after># pyprobml

<img src="https://img.shields.io/github/stars/probml/pyprobml?style=social">


Python 3 code for the new book series [Probabilistic Machine Learning](https://probml.github.io/pml-book/) by <NAME>.
This is work in progress, so expect very rough edges!
 

## Running the scripts 

The `scripts` directory contains python files to generate individual figures from vol 1 and vol 2 of the book.
To manually execute an individual script from the command line,
follow this example:
{'fraction_non_alphanumeric': 0.08644400785854617, 'fraction_numerical': 0.005893909626719057, 'mean_word_length': 4.822857142857143, 'pattern_counts': {'":': 0, '<': 7, '<?xml version=': 0, '>': 7, 'https://': 4, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '1901665', 'n_tokens_mistral': 298, 'n_tokens_neox': 276, 'n_words': 123}