Python: Python Programming for Artificial Intelligence (1)

THIS COURSE IS THE FIRST PART OF 7–STEP ARTIFICIAL INTELLIGENCE JOURNEY.

Python   

Data Science

Visualization Tools

Machine Learning

Deep Learning

Statistical Learning

Reinforcement Learning

We will learn the Python language infrastructure required to learn our ultimate goal, Artificial Intelligence algorithms.

PYTHON COURSE DESCRIPTION

Python Introduction

Python Installation

Udemy Description

Datai Team Github and Resource

Python Basics

Variables  

Strings 

Numbers 

Built–in Function

User Defined Function

Lambda Function   

List   

Tuple   

Dictionary   

If–else statements   

For and While Loops

Object Oriented Programming (OOP)   

Class and Constructor    

Class Variables

Dealing with Programming Errors   

Syntax Errors

Exceptions   

Numpy Library

Numpy Basics

Numpy Operations

Indexing and Slicing   

Shape Manipulation   

Stacking Arrays   

Convert and Copy Array   

Pandas Library

Pandas Introduction 

Pandas Basic Methods 

Indexing and Slicing    

Filtering   

List Comprehension   

Concatenating   

Transform Data   

Matplotlib Library

Pandas Review 

Line Plot   

Scatter Plot   

Histogram   

Bar Plot   

Subplots   

Optional: Object Oriented Programming (OOP)

Classes

Attributes

Methods

Methods vs Functions

Constructor/Initializer

Encapsulation

Inheritance

Abstract Classes

Overriding

Polymorphism

Rent a Vehicle Project

2 Practice Exam: Midterm + Final Exams

26 Quizzes

WHY PYTHON?

According to 2020 IEEE research, Python is one of the most used and preferred programming languages worldwide.

Python is the first choice of newcomers to coding thanks to its easy learning.

Python is open source, supported by the world’s largest companies such as Facebook or Google.