explanation
AI Programming with Python is a period of training artificial intelligence while learning the basics of neural network construction, including tools, programming, Python, NumPy, pandas, Matplotlib, PyTorch, and mathematics, including differential and linear algebra. Includes technology. The main neural networks (gradient descent and backpropagation) are: Through real-world projects and collaborations with the best of our partners, we’re equipped to help you gain corporate-savvy skills through emerging content.
The course covers AI programming using Python.
- Real-world projects developed to help industry professionals
- Browse projects
- This is a test to evaluate the knowledge you have acquired.
Specification period
Publisher: Udacity
Teachers: Ortal Arrell, Luis Serrano, jennifer stave, Juan Delgado, grant sanderson, mat leonard, Mike Lee, Junho Lee,
Language: English,
Education level: Beginner to advanced;
Number of classes: 376
Duration: 17 hours 9 minutes
this process
Course 1: Introduction to Python
Why Python Programming?
Data types and operators
control flow
function
Scripting
class
Course 2: Anaconda, Jupyter Notebook, NumPy, Pandas, and Matplotlib
anaconda
jupyter notebook
Numpy basics
pandas basics
Matplotlib basics
Course 3: Essential Linear Algebra
introduction
vector
linear combination
Linear Transformations and Matrices
Linear Algebra of Neural Networks
laboratory
Course 4: Calculus Basics
introduction
Derivatives through Geometry
Chain rule and dot product
More information about derivatives
limit
complete
Calculus of Neural Networks
Course 5: Neural Networks
Introduction to Neural Networks
neural network training
Deep learning using Pytorch
precondition:
General Requirements
Basic computer skills such as managing files, navigating the Internet, and running programs will be useful.
Basic algebra and programming knowledge in any language.
Hardware Requirements
computer running the OS
image
sample video
installation manual
After extracting, use the back player to select the desired view.
Subtitles: English
Quality: 720p
download link
Password file: free download software
file size
2.6GB