Table of contents
🎯 A personalized development and testing environment for Data Science and Machine Learning using a MacBook Pro M1 (M1 Apple Silicon) 🚀
✅ You may need to restart your computer after installing the above packages.
Software Developer's Tech Stack
✅ React, React Native, Next.js
✅ NodeJS 18.x
✅ Python 3.10.12
[ ] SQL: SQLite, MySQL/MariaDB, Postgres
[ ] NoSQL: MongoDB, DynamoDB
System Preferences > TrackPad > Point & Click >Tracking speed
✅ Show your Mac's hidden files
Find Terminal under Launchpad > Other > Terminal, then run the following commands:
defaults write com.apple.Finder AppleShowAllFiles trueand press Enter
killall Finderand press Enter again
✍️ NOTE: This guide assumes you are using ZSH as your shell.
✅ If running
echo $SHELLin your Terminal returns
/bin/zsh, then you shouldn’t run into any issues.
[ ] If you are using Bash (
/bin/bashis returned instead), then change
~/.bash_profilewhenever you are exporting variables.
brew install --cask iterm2
Oh My Zsh + Powerlevel10k theme:
sh -c "$(curl -fsSL
Installing Package Managers:
Install Homebrew & Update Git
## Install Homebrew from the Git repository /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install.sh)" ## Follow along with the prompts to complete the installation. ## You may want to restart the Terminal after installation to make sure the PATH variable is set correctly ## If you see a warning during installation such as ## - Run these two commands in your terminal to add Homebrew to your PATH: (echo; echo 'eval "$(/opt/homebrew/bin/brew shellenv)"') >> ~/.zshrc eval "$(/opt/homebrew/bin/brew shellenv)" ## Install Ruby to use Amazon Homebrew formulas without sudo # brew install ruby ## REQUIRED: Turn off Homebrew analytics brew analytics off
## Install an updated version of Git # brew install git ## Check if your username and email are configured correctly in Git git config --list ## If either your username or email is not set properly, then update it with the respective command git config --global user.name "Thanh Nguyen" git config --global user.email firstname.lastname@example.org
Create APFS Volumes & Setup Workplace Folder
[ ] ⚠️ WARNING:
This is the only part in this guide that has the potential to render data unusable. Trying to use the tool to create a
workplacevolume if it already exists can cause your encryption key to be overwritten. Unless you made a copy of the key you will end up having to erase the volume all together - potentially causing you to lose work contained within the workspace volume.
Disk Utilityprogram should now have the volumes, make sure under the name it says: APFS Volume • APFS (Encrypted)
Setup Workplace Folder
## Change to your user directory cd ~ ## Check if the workplace folder exists ls -l workplace ## If you see "workplace -> /Volumes/Workplace" continute to Part 4 ## If you see "ls: workplace: No such file or directory" create the symlink ln -s /Volumes/Workplace ~/workplace ## Otherwise, if you see some other output, you already have a workplace folder but it is not linked to the encrypted volume. ## You may want to consider moving that content to a new folder (eg workplace_old) and then create the symlink with the above command. ## This will make following future commands and guides easier since they all assume you have the workplace folder. ## Ask for help if you need it since getting this wrong will make the rest of the guide much harder. ## Check if the workplace folder symlink is correct ls -l workplace ## ✅ You should see "workplace -> /Volumes/Workplace"
✅ Install R: [R for macOS](https://cran.rstudio.com/)
✅ Install RStudio: [RStudio Desktop](https://posit.co/download/rstudio-desktop/)
⛔️ Do not mess with your system Python: Avoid using or installing packages to ‘system Python’, the Python program already installed on your system.
✅ Prefer to use pyenv in macOS to manage my Python versions and virtual environments.
Note: if python-build fails due to “zipimport.ZipImportError: can’t decompress data; zlib not available” go here first.
Bash note: if using Bash then change
## Install the prerequisites from Homebrew: https://github.com/pyenv/pyenv#homebrew-in-macos brew update brew install pyenv xz # pip3 install --user pipenv # pip3 install --user --upgrade pipenv ## Set up your shell environment for Pyenv ## Initialise pyenv when loading a new session echo 'eval "$(pyenv init -)"' >> ~/.zshrc
Create Python 3 Venv
## Create a workspace for your development work mkdir ~/workplace/<WORKSPACE_NAME> ## Change into the workspace directory cd ~/workplace/<WORKSPACE_NAME> ## List the Python versions you have installed with pyenv pyenv versions ## If you don't have the version installed that you want to use then list all versions available to install pyenv install --list ## Install the version you want to use (Lambda runtimes) - this takes some time pyenv install -v 3.10.12 # ls ~/.pyenv/versions/ ## Select globally for your user account pyenv global 3.10.12 ## Set the local Python version within the workspace (current directory or subdirectories) # pyenv local <VERSION> ## Make sure you are using the correct Python version: python --version python -V
Handling virtualenv using pyenv-virtualenv
## Installing pyenv-virtualenv for virtual environment management brew install pyenv-virtualenv ## Run this command to add a new line to your to .zshrc echo 'eval "$(pyenv virtualenv-init -)"' >> ~/.zshrc ## Create new virtualenv (e.g. pyenv virtualenv <python-version> <env-name>) pyenv virtualenv 3.10.12 analytics ## Activate the virtualenv pyenv activate analytics ## List all available virtual environments pyenv virtualenvs
## Create the Python virtual environment and store it in the "env" directory python - m venv venv ## Activate the virtual environment - you must do this every time you start a new shell. ## You can tell you are in the virtual environment if you see ## (env) at the beginning of your Terminal line source env/bin/activate ## You are now ready to create Python code within a virtual environment. ## Running pip install will install packages to your "env" directory and ## will not make changes to your system packages. ## After you are finished working in the virtual environment you can deactivate it. deactivate
## Activate virtual environment if not already activated pyenv activate analytics ## Install JupyterLab into your virtual environment pip install jupyterlab ## Open jupyter lab jupyter lab
## Reload your environment echo "alias python=/usr/bin/python3" >> ~/.zshrc echo "alias pip=/usr/bin/pip3" >> ~/.zshrc source ~/.zshrc ## If using bash # source ~/.bash_profile
curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.39.3/install.sh | bash echo 'export NVM_DIR="$HOME/.nvm"' >> ~/.zshrc echo '[ -s "$NVM_DIR/nvm.sh" ] && \. "$NVM_DIR/nvm.sh"' >> ~/.zshrc # nvm ls-remote --lts nvm install --lts=hydrogen nvm use --lts=hydrogen # nvm alias default node node -v npm -v
Bash note: if using Bash then change
## Add JAVA_HOME to your environment permanently - version 11 is currently recommended echo "export JAVA_HOME=/Library/Java/JavaVirtualMachines/amazon-corretto-11.jdk/Content ## Verify that this is in ~/.zshrc or ~/.bash_profile cat ~/.zshrc ## OR # cat ~/.bash_profile
Install Ruby Languages
## Install the prerequisites from Homebrew brew install rbenv libyaml libffi ## Set up the recommended Ruby version for Brazil ruby-build 2.5. 8 ~/.runtimes/Ruby 25 x
Install AWS CLI
Note: if AWS CLI is version 1 then go here to install AWS CLI version 2.
## Check if AWS CLI version 2 is already installed aws --version ## If you see "aws-cli/2.0.0" or higher then continue ## If you see "zsh: command not found: aws" then download the package from below --> Download [AWS CLI version 2](https://awscli.amazonaws.com/AWSCLIV2.pkg)
Set Up AWS CLI Config File: AWS CLI v2 utilizes a config file to store frequently used configurations and credentials.
## Make sure ~/.aws exists ls ~/.aws ## If you see an error saying no such file or directory then create it mkdir ~/.aws ## Edit the config file nano ~/.aws/config
Add the following to your AWS CLI config file.
[default] output=json region=ap-southeast-2 ## (Optional) Add a named profile - boto 3 has issues assuming named profiles [profile oceansoft] output=json region=ap-southeast-2
To exit Nano, press Control+X, “Y” to accept changes, and then Return to save the file at
/Users/<ALIAS>/.aws/config. After, enter the following in the Terminal.
## Check AWS CLI is working well aws s3 ls ## (Optional) Check that your named profile works aws s3 ls --profile oceansoft ## If successful, you should see a list of your S3 buckets and AWS CLI is successfully using temporary credentials
Finished & Post Setup
If you followed along with this guide you should now have a working MacOS environment set up for development work. The Post Setup steps following this guide are needed every time you set up a new workspace for development work.
[ ] Example Resource Settings:
[ ] MacBook - 4 core CPU, 16GB Memory, 250GB SSD Disk
[ ] Docker - 2 CPU, 4GB Memory, 32GB Disk
docker system prune --all --force
Docker is a tool used to run containerized applications. In the event that you require it for a project, Docker can be installed by following the instructions at
The system resources reserved for Docker should be modified during installation (2 CPUs and 2 GB RAM). If you are only running a few containers at a time then the default settings will be adequate. This will also leave more resources for your actual MacBook to consume if you leave Docker running in the background.
[ ] Enable SSH Kerberos
Install Web Browsers:
Install Web Browser Extensions (chromium)
Visual Studio Code Extensions
☑️ GitLens [eamodio.gitlens]
✅ Jupyter [wholroyd.jinja]
✅ Kubernetes [ms-kubernetes-tools.vscode-kubernetes-tools]
[ ] Pylance [ms-python.vscode-pylance]
[ ] ESLint
[ ] Excel Viewer
HashiCorp Terraform [4ops.terraform]
autoDocstring — Python Docstring Generator [njpwerner.autodocstring]