Tags: AI programming, Calculus, Linear Algebra, Matplotlib, neural network, NumPy, pandas, Python, PyTorch
NANODEGREE PROGRAM
Learn all the essentials for AI programming with Python
Learn Python, NumPy, Pandas, Matplotlib, PyTorch, Calculus, and Linear Algebra—the foundations for building your own neural network.
TIME
3 months
Study 10 hrs/week and complete in 3 months
Why Take This Nanodegree Program?
Learning to program with Python, one of the most widely used languages in Artificial Intelligence, is the core of this program. You’ll also focus on neural networks—AI’s main building blocks. By learning foundational AI and math skills, you lay the groundwork for advancing your career—whether you’re just starting out, or readying for a fulltime role.
What You Will Learn
Learn AI Fundamentals
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).
PREREQUISITE KNOWLEDGE
Formal prerequisites include basic knowledge of algebra, and basic programming in any language.

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.
Size: 2.57G
It’s not complete nanodegree it’s just trial version aka overview of glance of it
The files are a bit jumbled up and some duplication too. But the files are all there. Also to go serially compare it with the Udacity syllabus pdf which you can download it from here
https://d20vrrgs8k4bvw.cloudfront.net/documents/enUS/Artificial+Intelligence+with+Python+Nanodegree+Syllabus+95.pdf
The torrent link is not working.
this file fails to download can it be updated
How this works?
Will i be downloading all the course content like “FREETUTORIALS.EU” or how?
there many file which are missing here
One of them are this please fix it
[FCO] AI Programming with Python Nanodegree v2.0.0/Part 01Module 02Lesson 01_Programming with Python/01. Welcome to the Python Course!.html
Thank you very much!