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Complete Python Course: From Basics to Advanced
Introduction to Python
How Python fits into AI world? (5:51)
Different languages competing with Python (7:48)
Features of Python (6:55)
Let us setup our Python environment (TH + SR) (4:06)
Variables & Data Types
Variables & Data Types - Overview (0:56)
Variables - Introduction (3:31)
Data Types - Introduction (13:40)
Variables & Data Types - Hands On (11:31)
Data Type Casting (9:58)
Data type casting Codes
Variables multiple assignments
Coding Exercise 1 (5:06)
Coding Exercise 2 (4:13)
Operators
Operators - Overview (2:04)
Arithmetic and Assignment Operators (3:55)
Arithmetic and Assignment Operators Part 2 (8:06)
Comparison and Logical Operators (4:12)
Comparison and Logical Operators Part 2 (5:47)
Bitwise, Identity & Membership Operators (6:30)
Operator Overloading, Precedence and Associativity (4:48)
Assignment for Operators
Coding Exercise 3 (8:54)
Coding Exercise 4 (5:28)
Conditional Loops & Loops
Conditional Loops & Loops - Overview (1:14)
Conditional Statements - Overview (7:13)
Loops - Overview (8:21)
Loops - Hands On Part 1 (13:00)
Loops - Hands On Part 2 (3:30)
Coding Exercise 5 (2:42)
Coding Exercise 6 (3:47)
Coding Exercise 7 (2:25)
Data Structures
Data Structures - Overview (0:55)
Data Structures (8:40)
Data Structures - Lists - Hands On - Part 1 & 2 (13:22)
Data Structures - Lists to Data Structures - Hands On (9:38)
Data Structures - List Operations - Hands On - Part 1 (13:13)
Data Structures - List Operations - Hands On - Part 2 (7:10)
Dictionary - Hands On (6:50)
Tuples - Hands On (6:29)
Sets - Hands On (6:06)
Lists
Creating A List
Selecting Multiple Items from a list
Slicing along with step size
Transform Python Lists Into Other Data Structures
Coding Exercise 8 (3:20)
Coding Exercise 9 (3:29)
Coding Exercise 10 (3:41)
Functions
Functions - Overview (1:21)
Understanding Functions (6:08)
Types of function (4:27)
Structure of Functions (9:56)
Anonymous Functions (7:23)
Map Functions (7:44)
Filter function (8:00)
Function Hands On Part 1 (13:50)
Function Hands On Part 2 (5:52)
User Defined Functions (14:38)
Lamda Functions (4:09)
Maps & Filter Functions (7:14)
Json Module
Random module
Math Module
Datetime module,OS Module,Sys Module,Re Module, Calendar Module
Coding Exercise 11 (4:57)
Coding Exercise 12 (5:10)
Numpy Libraries & Array Function
Numpy Libraries & Array Function - Overview (0:55)
Standard libraries - Modules & packages (10:33)
Numpy Libraries (4:16)
Array Function (2:38)
Array operations (9:00)
Numpy Libraries - Hands-on (10:21)
Array Operations using Numpy - Hands on (10:21)
Matplotlib
Section Overview (2:16)
Matplotlib - Overview (3:40)
Getting Started with pyplot (5:56)
Visualizing data using Matplotlib - Part 1 (10:10)
Visualizing data using Matplotlib - Part 2 (7:43)
Drawing different charts (10:53)
Assignment
Seaborn
Section Overview (1:04)
Seaborn- Overview Handson (11:11)
Creating Multiple plots (8:17)
Customising Seaborn plots (12:05)
Creating Different Types Of Plots (17:01)
Pandas
Section Overview (1:43)
Pandas Overview (4:19)
Series - Handson - Part 1 (10:21)
Series - Handson - Part 2 (6:34)
Data frames - Overview (10:52)
Basic functions in dataframes (7:50)
Data Analysis using Pandas (10:56)
Handling Missing values (10:58)
Groupby & aggregation in pandas (8:06)
Groupby & aggregation in pandas
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