Miniconda is a lightweight version of Anaconda that helps you quickly install Python and various packages. It's more suitable for beginners to run AI programs than the full Anaconda.
This tutorial will guide you step-by-step on installing Miniconda on Windows 10, using the official download link. Then, we'll configure a Python 3.10 environment and install some commonly used modules. Don't worry, even if you have no prior experience, you can easily follow along!
Step 1: Download and Install Miniconda
Download Miniconda
Open your browser and enter this address, then press Enter: https://www.anaconda.com/download/success#miniconda
Scroll down to the "Miniconda" section and click the download link for Windows, or use this direct link: https://repo.anaconda.com/miniconda/Miniconda3-latest-Windows-x86_64.exe
The file will be saved to your "Downloads" folder (e.g.,
C:\Users\YourUsername\Downloads
), with a filename likeMiniconda3-latest-Windows-x86_64.exe
.
Install Miniconda
Double-click the downloaded file to open the installation window.
Click "Next," then agree to the license agreement (click "I Agree").
Important: On the "Advanced Options" page, check Add Miniconda3 to my PATH environment variable. This allows you to use the
conda
command directly. Otherwise, you'll encounter the errorconda is not recognized as an internal or external command, operable program or batch file.
Note: Some computers may warn against adding to PATH, but ignore it and check the box. This is a common pitfall for beginners; without it, the commands won't work later.
- Click "Install" and wait a few minutes. Once finished, click "Finish."
Step 2: Verify Installation and Create a Python 3.10 Virtual Environment
Open Command Prompt (CMD)
- Press and hold the Windows key + R on your keyboard to open the "Run" window.
- Type
cmd
and press Enter to open the black command prompt window.
Verify Miniconda Installation
- In the command prompt, type:
conda --version
- Press Enter. If it displays something like
conda 25.1.1
, the installation was successful.
- In the command prompt, type:
If it says "not recognized as an internal or external command," reinstall and check Add Miniconda3 to my PATH environment variable. 3. Create a Python 3.10 Virtual Environment
- In the command prompt, type:
conda create -n myai python=3.10
myai
is the name of the environment. You can choose any name (e.g.,ai_env
).- After pressing Enter, the system will download Python 3.10 and some basic packages. It will ask "Y/N." Type
y
and press Enter to continue the installation.
- Activate the Virtual Environment
- Type:
conda activate myai
- Press Enter. If
(myai)
appears before the command prompt, you've successfully entered the environment.
- Type:
- Common Virtual Environment Commands
- Exit the environment: Type
conda deactivate
and press Enter.(myai)
will disappear when you exit. - View all environments: Type
conda env list
to see a list of your created environments. - Delete an environment (if you don't need it): Type
conda env remove -n myai
to delete it.
- Exit the environment: Type
Step 3: Install Modules using pip and requirements.txt
Ensure You Are in the Virtual Environment
- Type
conda activate myai
and confirm that(myai)
is displayed.
- Type
Install a Common Module to Test
- For example, install
numpy
(a mathematical computation tool needed by many AI software):pip install numpy
Press Enter. After downloading and installing, you can check the version usingpython -c "import numpy; print(numpy.__version__)"
.
- For example, install
Install from requirements.txt
- If your AI software provides a
requirements.txt
file (listing the required packages), copy it to a folder (e.g., a new folder named "AIProject" on your desktop). - Navigate to the folder, delete the contents of the folder's address bar, type
cmd
, and press Enter to open a terminal window:
- If your AI software provides a
- Then, type:
pip install -r requirements.txt
Press Enter. This will automatically install all packages listed in the file.
Step 4: Common pip Commands and Troubleshooting
Common pip Commands
- Check pip version:
pip --version
to see if it's the latest. - Update pip: If the version is old, type
pip install --upgrade pip
to update. - List installed packages:
pip list
to see what's installed. - Uninstall a package: For example,
pip uninstall numpy
to remove it.
- Check pip version:
Common Errors and Solutions
Network errors (slow download or failure):
- It might be a network issue. Try again several times, or use a domestic mirror to speed up the process:
pip install -r requirements.txt -i https://pypi.tuna.tsinghua.edu.cn/simple
- It might be a network issue. Try again several times, or use a domestic mirror to speed up the process:
Permission errors (Access Denied):
- Run CMD as an administrator: Right-click the "Start" menu, select "Command Prompt (Admin)," and try the command again.
- Run CMD as an administrator: Right-click the "Start" menu, select "Command Prompt (Admin)," and try the command again.
Dependency conflicts (version incompatibility):
- If you get a conflict message, try updating pip (
pip install --upgrade pip
) and then reinstall. If it still doesn't work, ask the software author for recommended versions.
- If you get a conflict message, try updating pip (
Invalid command:
- If
pip
doesn't work, typepython -m ensurepip
andpython -m pip install --upgrade pip
to fix it.
- If
Now Miniconda is installed, the Python 3.10 environment is configured, and you can install various required packages. If your AI software has running instructions (e.g., python run.py
), enter the corresponding command in the virtual environment (with (myai)
displayed).