AI Programming with Python – Udacity

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

Download part 1 – 1 GB

Download part 2 – 1 GB

Download part 3 – 562 MB

Password file(s): www.downloadly.ir

Size

2.6 GB