How do I set up a machine learning project in Python?

How do I set up a machine learning project in Python?

To set up a machine learning project in Python, start by creating a virtual environment and installing necessary libraries like NumPy, pandas, and scikit-learn.

What libraries should I install for data manipulation?

For data manipulation, you should install pandas and NumPy. They are essential for handling and processing data efficiently.

Can you suggest a good project structure?

A good project structure includes directories for data, notebooks, scripts, and models. For example:

• /data
• /notebooks
• /scripts
• /models
• requirements.txt

How do I manage dependencies?

You can manage dependencies using a requirements.txt file or by using tools like pipenv or poetry to create a virtual environment.