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AI Programming with Python

(0 reviews)

1,017
3 Months

Overview

Learn the essential foundations of AI: the programming tools (Python, NumPy, PyTorch), the math (calculus and linear algebra), and the key techniques of neural networks (gradient descent and backpropagation).

Course Details

Prerequisites

General Requirements

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

Hardware Requirements

  • Computer running OS X or Windows

Looking to refresh your skills or prepare now? Please refer to the list of helpful resources in our FAQ.

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.

Instructors

Oratel Arel, Luis Serrano, Jennifer Staab, Juan Delgado,

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