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- #!/bin/bash
- set -e
- echo "======================================"
- echo "🚀 Machine Learning Setup for Ubuntu 22.04"
- echo "======================================"
- # Update and upgrade
- echo "🔄 Updating system..."
- sudo apt update && sudo apt upgrade -y
- # Base tools
- echo "🛠️ Installing base development tools..."
- sudo apt install -y build-essential software-properties-common \
- git curl wget unzip zip ca-certificates gnupg lsb-release \
- python3 python3-pip python3-venv
- # Add deadsnakes PPA for latest Python versions (optional)
- # sudo add-apt-repository ppa:deadsnakes/ppa -y
- # sudo apt install -y python3.10 python3.10-venv python3.10-dev
- # Python packages
- echo "🐍 Installing Python ML packages..."
- python3 -m pip install --upgrade pip
- pip3 install numpy pandas scipy matplotlib seaborn scikit-learn jupyterlab \
- jupyter tensorflow torch torchvision torchaudio \
- transformers datasets keras opencv-python tqdm \
- xgboost lightgbm nltk spacy flask fastapi uvicorn
- # Jupyter config
- echo "📓 Setting up Jupyter..."
- jupyter notebook --generate-config
- # Optionally install Anaconda (comment out if not needed)
- read -p "Do you want to install Anaconda? (y/n): " install_anaconda
- if [[ "$install_anaconda" == "y" ]]; then
- echo "📦 Downloading Anaconda installer..."
- wget https://repo.anaconda.com/archive/Anaconda3-2024.02-1-Linux-x86_64.sh -O ~/anaconda.sh
- bash ~/anaconda.sh -b -p $HOME/anaconda3
- eval "$($HOME/anaconda3/bin/conda shell.bash hook)"
- conda init
- echo "✅ Anaconda installed and configured"
- fi
- # NVIDIA Drivers + CUDA (optional, only if you have NVIDIA GPU)
- read -p "Do you want to install NVIDIA drivers and CUDA? (y/n): " install_nvidia
- if [[ "$install_nvidia" == "y" ]]; then
- echo "🎮 Installing NVIDIA drivers and CUDA..."
- sudo apt install -y nvidia-driver-535
- sudo reboot
- fi
- # Docker + NVIDIA Container Toolkit
- read -p "Do you want to install Docker and NVIDIA Docker support? (y/n): " install_docker
- if [[ "$install_docker" == "y" ]]; then
- echo "🐳 Installing Docker..."
- sudo apt install -y docker.io
- sudo systemctl enable docker
- sudo usermod -aG docker $USER
- echo "💡 Installing NVIDIA Container Toolkit..."
- distribution=$(. /etc/os-release;echo $ID$VERSION_ID)
- curl -s -L https://nvidia.github.io/nvidia-docker/gpgkey | sudo apt-key add -
- curl -s -L https://nvidia.github.io/nvidia-docker/$distribution/nvidia-docker.list | \
- sudo tee /etc/apt/sources.list.d/nvidia-docker.list
- sudo apt update
- sudo apt install -y nvidia-container-toolkit
- sudo systemctl restart docker
- fi
- # Clean up
- echo "🧹 Cleaning up..."
- sudo apt autoremove -y
- sudo apt clean
- echo "✅ Machine Learning environment setup is complete!"
- echo "👉 Please reboot your machine if NVIDIA drivers were installed."
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