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GeezerVison is showing github.com — GitHub - yangwu1227/python-for-machine-learning: Machine Learning & Statistical Learning

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applied_statistics
applied_statistics
 
 
data
data
 
 
deep_learning
deep_learning
 
 
geospatial/reverse_geocoding
geospatial/reverse_geocoding
 
 
graph
graph
 
 
methodology/nested_cross_validation
methodology/nested_cross_validation
 
 
recommenders/notes
recommenders/notes
 
 
reinforcement_learning/multi_armed_bandits
reinforcement_learning/multi_armed_bandits
 
 
supervised_learning
supervised_learning
 
 
time_series
time_series
 
 
tree_based
tree_based
 
 
unsupervised_learning
unsupervised_learning
 
 
.gitattributes
.gitattributes
 
 
.gitignore
.gitignore
 
 
.pre-commit-config.yaml
.pre-commit-config.yaml
 
 
README.md
README.md
 
 
pyproject.toml
pyproject.toml
 
 
requirements.txt
requirements.txt
 
 
uv.lock
uv.lock
 
 

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Machine Learning with Python

A repository for machine learning application and learning.

This is a loosely structured, dump-all repository that includes notebooks, projects, scripts, and files, focusing on a wide range of machine learning tasks, experiments, and topics.

Dependencies

This project uses uv to manage its dependencies. The required python version in pyproject.toml is >=3.12. There are at least three simple ways to set up.

Python Interpreter managed by uv

uv sync --frozen --all-groups --managed-python

See documentions for frozen, managed-python, and all-groups.

Python Interpreter managed by conda

conda search python | grep " 3\.\(12\)\."
conda create --name python_ml -y python=3.12
conda activate python_ml
uv sync --frozen --all-groups --no-managed-python

Python Interpreter managed by pyenv

# List available Python versions
pyenv install --list | grep " 3\.\(12\)\."
# As an example, install Python 3.12.8
pyenv install 3.12.8
pyenv local 3.12.8
uv sync --frozen --all-groups --no-managed-python

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Machine Learning & Statistical Learning

Topics

data-sciencedeep-learningmachine-learningpythonstatistical-learningstatistics

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