Description
AI Programming with Python, the name of an artificial intelligence training course with learning the basics of building neural networks, including programming tools Python, NumPy, pandas, Matplotlib, PyTorch, mathematics including differential and linear algebra, as well as key techniques of neural networks (gradient) descent and backpropagation). With real-world projects and floating content prepared in collaboration with our top partner companies, you will master the skills that companies need.
Features of AI Programming with Python course:
- Real-world projects developed with the help of industry experts
- Browse projects
- Tests to evaluate your acquired knowledge
Course details
Publisher: Udacity
Instructors: Ortal Arel, Luis Serrano, Jennifer Staab, Juan Delgado, Grant Sanderson, Matt Leonard, Mike Yi, Juno Lee
English language
Training level: introductory to advanced
Number of courses: 376
Duration: 17 hours and 9 minutes
Course headings
Course 1: Introduction to Python
Why Python Programming
Data Types and Operators
Control Flow
Functions
Scripting
Classes
Course 2: Anaconda, Jupyter Notebook, NumPy, Pandas, and Matplotlib
Anaconda
Jupyter Notebooks
Numpy Basics
Panda Basics
Matplotlib Basics
Course 3: Linear Algebra Essentials
Introduction
Vectors
Linear Combination
Linear Transformation and Matrices
Linear Algebra in Neural Networks
Labs
Course 4: Calculus Essentials
Introduction
Derivatives Through Geometry
Chain Rule and Dot Product
More on Derivatives
Limits
Integration
Calculus in Neural Networks
Course 5: Neural Networks
Introduction to Neural Networks
Training Neural Networks
Deep Learning with Pytorch
Course 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
Pictures
Sample video
Installation guide
After Extract, view with your favorite Player.
English subtitle
Quality: 720p
download link
Password file(s): www.downloadly.ir
Size
2.6 GB