Udacity – AI Programming with Python v2.0.0 2020-11

Description

AI Programming with Python, the name of an artificial intelligence training course learning the basics of building neural networks including Python programming tools, NumPy, pandas, Matplotlib, PyTorch, mathematics including differential and linear algebra, as well as key neural network techniques (gradient descent and backpropagation). With real-world projects and floating content prepared in collaboration with our top partner companies, you will become proficient in the skills that companies need.

AI Programming course features with Python

Real-world projects developed with the help of industry experts

Browse projects

Tests to assess your knowledge

Course information

Publisher: Udacity Teachers: Ortal Arel, Luis Serrano, Jennifer Staab, Juan Delgado, Grant Sanderson, Mat Leonard, Mike Yi, Juno Lee English language Level of training: basic to advanced Number of lessons: 376 Duration: 17 hours and 9 minutes

Topics

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

Pandas 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

Prerequisite

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

Installation

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English subtitle

Quality: 720p