Python Bootcamp for Data Science and AI for Beginners - 2022

Learn to use Python Like a Data Scientist. Including tutorials on Numpy, Pandas, Matplotlib , Seaborn and a lot more!!

4.60 (26 reviews)
Udemy
platform
English
language
Data Science
category
instructor
Python Bootcamp for Data Science and AI for Beginners - 2022
99
students
8.5 hours
content
Aug 2022
last update
$34.99
regular price

What you will learn

You will first learn how to Install Python and Jupyter on your desktop/laptop

Programming Languages and Computation

Programming in Python

Python Commands

Python Data Structures - Lists

Python Data Structures - Dictionary and Tuple

Functions and Scope

Classes and Methods

Python Comprehensions in Lists and Dictionaries

List and Dict Comprehensions

File IO in Python

Handling CSV files in Python

CSV Reading and Writing

JSON Reader and Writer in Python

Pandas in Python

Pandas in Python Notebook

Seaborn visualisation in Python

Data pre processing using python

Learn how to analyze, retrieve and clean data with Python - Data cleaning

You will understand and learn the basics of For Loops and Advanced For Loops

You will understand Why foundations Modify Lists and Dictionaries and Functions

Data Cleaning and Preparation for Machine Learning

Why take this course?

This module teaches students to program in Python and is scheduled to start their career in Artificial Intelligence and Data Science.

If you want to enter the domain of Data Science and are from a different discipline or career path then this module is for you to enroll in .

You should prepare for the practical workshops by watching the lecture videos, reading the written material including the assigned practical tasks, and prepare some of the initial practical tasks so you are ready for the days work.

The format of this module is a 4-week intensive module which is designed to teach you the necessary programming skills to excel throughout the remaining of your exciting program. I understand that you come from a variety of different backgrounds and encourage you to engage and communicate with us about your learning where possible; whether you are completely new to programming or whether you've dabbled in it before. Programming is a skill which takes time to master, and the more you practice these skills the better you will become.

The first two weeks contain many smaller topics which are fundamental to programming understanding, with later weeks utilizing these for more advanced applications.

All of the programming part will take place in Jupyter Notebook and relevant python version installation and usage will be shared in this course.


Week 1.

  • Environments

  • Variables

  • Data Primitives

  • Data Structures (Collections)

  • Control Flow

  • Scope Teaching

Week 2.

  • Functions

  • List/Dict Comprehensions

  • Libraries

  • Python Modules

  • Object Oriented Python

  • Teaching

Week 3.

  • Coursework Introduction

  • Numpy and N-Dimensional Matrices

  • File Input/output

  • Error-handling / Exceptions Teaching

Week 4.

  • Introduction to Pandas library

  • Visualization of Data with Python Coursework

Real Application.

  • Customer Data Pre-Processing

Content

Introduction and Installations

Introduction Talk
Python and Jupyter Notebook Installation

Week 1

Programming Languages and Computation
Programming in Python
Python Commands
Python Data Structures - Lists
Python Data Structures - Dictionary and Tuple
Workshop 1 Tasks - Unsolved
Workshop 1 task - Solved

Week 2

Functions and Scope
Classes and Methods
Playing with cats
List and Dict Comprehensions
Workshop 2 Tasks - Unsolved
Workshop 2 Tasks - Solved

Week 3

File IO in Python
Handling CSV files in Python
JSON Reader and Writer in Python
Workshop 3 Tasks - Unsolved
Workshop 3 Tasks - Solved

Week 4

Pandas in Python Notebook
Seaborn visualisation in Python
Workshop 4 Tasks - Unsolved
Workshop 4 Tasks - Solved

Real Application - Customer Data Preprocessing

Customer Data Preprocessing - Unsolved
Customer Data Preprocessing Solved

Screenshots

Python Bootcamp for Data Science and AI for Beginners - 2022 - Screenshot_01Python Bootcamp for Data Science and AI for Beginners - 2022 - Screenshot_02Python Bootcamp for Data Science and AI for Beginners - 2022 - Screenshot_03Python Bootcamp for Data Science and AI for Beginners - 2022 - Screenshot_04

Reviews

Aadarsh
June 7, 2022
waste of cost. content, as well as audio, is awful do not buy this course you can buy the course from someone else

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4398308
udemy ID
11/15/2021
course created date
2/23/2022
course indexed date
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