Set Up M1 MacBooks for DS & ML

XCode
Homebrew
Minforge
Docker
Pyenv
Pyenv virtualenv

Xcode

xcode-select –install

brew

/bin/bash -c “$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"

Minforge

brew install miniforge
conda create — name base_env python=3.8
conda init zsh
conda activate base_env
conda install numpy pandas matplotlib plotly scikit-learn jupyter jupyterlab

Spark

brew install temujin$11
brew install apache-spark
pip install pyspark

Tensorflow

conda install -c apple tensorflow-deps -y
python -m pip install tensorflow-macos
pip install tensorflow-metal
conda install -c conda-forge jupyter jupyterlab -y
jupyter lab

Sources

https://towardsdatascience.com/how-to-easily-set-up-m1-macbooks-for-data-science-and-machine-learning-cd4f8a6b706d

Citation

BibTeX citation:

@online{bochman2022,
  author = {Bochman, Oren},
  title = {Set {Up} {M1} {MacBooks} for {DS} \& {ML}},
  date = {2022-05-05},
  url = {https://orenbochman.github.io/posts/2022/2022-03-05-m1/2022-03-05-m1.html},
  langid = {en}
}

For attribution, please cite this work as:

Bochman, Oren. 2022. “Set Up M1 MacBooks for DS & ML.” May 5, 2022. https://orenbochman.github.io/posts/2022/2022-03-05-m1/2022-03-05-m1.html.