Python Programming For Everyone: Learn From Basics to Advanced
Why Python for Data Science
Python Programming For Everyone: Learn From Basics to Advanced
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Course Introduction & Environment Setup
Introduction
Video - 00:1:56 mins
Course Goals
Video - 00:2:33 mins
Course Curriculum
Video - 00:2:08 mins
My Expectations
Video - 00:3:23 mins
Why Python for Data Science
Video - 00:3:30 mins
Anaconda Navigator Setup
Video - 00:4:17 mins
Jupyter Notebook Interface and Markdown
Video - 00:6:00 mins
Python Basics
print() and input()
Video - 00:2:39 mins
Variables
Video - 00:5:44 mins
Data Types
Video - 00:9:06 mins
String Operations
String Creation, Indexing and Slicing
Video - 00:9:13 mins
String Immutability, Deletion, Concatenation
Video - 00:6:11 mins
Conditional Statements
Introduction to if-else
Video - 00:5:08 mins
elif with Examples
Video - 00:3:32 mins
Nested if-else with Examples
Video - 00:7:34 mins
Looping Concepts
Introduction to for Loop
Video - 00:05:10 mins
break and continue
Video - 00:06:10 mins
Nested for Loops
Video - 00:12:54 mins
Practice Questions on for Loop
Video - 00:11:51 mins
Pattern Question
Video - 00:14:30 mins
More Pattern Questions
Video - 00:05:34 mins
Introduction to while loop
Video - 00:09:00 mins
Use of while Loop
Video - 00:04:05 mins
enumerate() Function
Video - 00:04:18 mins
Lists, Lists Operations & Comprehension
Importance of Data Structures
Video - 00:03:56 mins
Empty List Declaration
Video - 00:02:30 mins
Creating List with Elements
Video - 00:03:55 mins
Iterables to List, Repeated Elements, Indexing & Slicing
Video - 00:12:31 mins
Addition and Updation
Video - 00:06:36 mins
Removal, Iteration and Nested Lists
Video - 00:06:50 mins
List Comprehension
Video - 00:02:34 mins
List Properties
Video - 00:02:37 mins
List Mini Project
Video - 00:08:04 mins
Tuples, Sets & Dictionaries
Tuple and its Operations
Video - 00:09:49 mins
Set - Creating, Adding, etc
Video - 00:08:35 mins
Sets Types & Operations
Video - 00:06:58 mins
Introduction to Dictionary, Addition and Updation
Video - 00:04:52 mins
Deletion of Dictionary Elements
Video - 00:05:02 mins
Iteration and Nested Dictionary
Video - 00:05:38 mins
Functions & Built-in Utilities
Introduction to Functions
Video - 00:04:47 mins
return vs print, Multiple Return Values
Video - 00:07:03 mins
Positional vs Keyword Arguments
Video - 00:03:40 mins
Default Arguments
Video - 00:04:42 mins
Why Mutable Objects Should Not Be Used as Default Arguments
Video - 00:03:25 mins
*args and **kwargs
Video - 00:04:46 mins
Local vs Global Variables
Video - 00:06:14 mins
Built-in & Functional Programming Tools
len(), help(), type()
Video - 00:02:30 mins
Some Mathematical Functions
Video - 00:02:45 mins
lambda, filter, map
Video - 00:06:48 mins
Error Handling & Exceptions
Types of Errors in Python
Video - 00:09:41 mins
try and except
Video - 00:05:36 mins
else and finally Blocks
Video - 00:03:30 mins
Object-Oriented Programming (OOPs)
Introduction and Intuition Behind OOPs
Video - 00:03:56 mins
__init__ and self
Video - 00:10:13 mins
Inheritance and Method Overriding
Video - 00:10:28 mins
Polymorphism
Video - 00:03:34 mins
Abstraction
Video - 00:08:55 mins
Pandas – Data Analysis
Installing Pandas and Introduction
Video - 00:08:44 mins
Loading CSV Dataset into DataFrame, loc vs iloc
Video - 00:12:35 mins
Data Filtering and Cleaning
Video - 00:13:04 mins
Feature Engineering
Video - 00:08:29 mins
NumPy – Numerical Computing
Introduction to NumPy
Video - 00:07:12 mins
Reshaping and Slicing
Video - 00:05:05 mins
Boolean Masking
Video - 00:02:25 mins
Aggregation and Broadcasting
Video - 00:13:32 mins
Data Visualization
Introduction to Matplotlib and Styling
Video - 00:13:49 mins
Different Types of Plots
Video - 00:12:16 mins
Multiple Subplots and Saving Your Work
Video - 00:06:24 mins
Introduction to Seaborn, Kernel Density Estimate (KDE), Count Plot
Video - 00:11:58 mins
Scatter Plot and Regression Line
Video - 00:03:08 mins
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