Udacity – AI Programming with Python Free Download

Learn Python, NumPy, pandas, Matplotlib, PyTorch, Calculus, and Linear Algebra—the foundations for building your own neural network.

What You Will Learn

• Introduction to Python

Start coding with Python, drawing upon libraries and automation scripts to solve complex problems quickly.

• Jupyter Notebooks, NumPy, Anaconda, pandas, and Matplotlib

Learn how to use all the key tools for working with data in Python: Jupyter Notebooks, NumPy, Anaconda, pandas, and Matplotlib.

• Linear Algebra Essentials

Learn the foundational linear algebra you need for AI success: vectors, linear transformations, and matrices—as well as the linear algebra behind neural networks.

• Calculus Essentials

Learn the foundations of calculus to understand how to train a neural network: plotting, derivatives, the chain rule, and more. See how these mathematical skills visually come to life with a neural network example.

• Neural Networks

Gain a solid foundation in the hottest fields in AI: neural networks, deep learning, and PyTorch.

Prerequisites and Requirements

• Basic computer skills like managing files, navigating the Internet, and running programs will be useful.
• Basic algebra, and programming knowledge in any language.
• Computer running OS X or Windows

Udacity – AI Programming with Python Download Link