Download 2025 Machine Learning & Data Science for Beginners in Python Course for Free

Install Anaconda in Linux

Install Anaconda and Python on Windows

Course Introduction

Machine Learning Introduction

Jupyter Notebook Introduction and Keyboard Shortcuts

Boolean Variables and Evaluation

Set

Variable Casting

String Formatting and Modification

List in Python

For Loops

While Loops

Data Types in Python

Tuple in Python

String Slicing in Python

Arithmatic Operations in Python

Dictionary

Strings Operation in Python

Conditional Statements - If Else

Functions

Working with Date and Time

File Handling Read and Write

np.nan and np.inf

Shape(), Reshape(), Ravel(), Flatten()

Statistical Operations

Where

Numpy Introduction - Create Numpy Array

Array Indexing and Slicing

Concatenation and Sorting

arange(), linspace(), range(), random(), zeros(), and ones()

Numpy Data Types

Numpy Array Read and Write

Pandas Series Introduction Part 1

Arithmetic Operations

Pandas Series Read From File

Pandas Series Introduction Part 2

Pandas DataFrame Creation from Scratch

apply() for Pandas Series

Merging, Joining, and Concatenation Part 1

Columns Manipulation Part 1

Apply Pythons Built in Functions to Series

Rename, Delete Index and Columns

Columns Manipulation Part 2

NULL Values Handling

Replace Cell Values

Concatenation

Read Stock Data from YAHOO Finance

Retrive Rows by Index Label

Read Files as DataFrame

Handling Unique and Duplicated Values

DataFrame Data Filtering Part 2

DataFrame Data Filtering Part 1

Lambda Apply

Working with Datetime

Groupby Multiple Columns

Merge and Join

Pandas Groupby

IMDB Movie Revenue Line Plot Part 2

IMDB Movie Revenue Line Plot Part 1

Line Plot Rank vs Runtime Votes Metascore

Matplotlib Introduction

Line Styling and Putting Labels

Matplotlib Line Plot Part 1

Scatter, Bar, and Histogram Plot Part 1

xlim and ylim, legend, grid, xticks, yticks

Subplot Part 1

Creating a Zoomed Sub-Figure of a Figure

Scatter, Bar, and Histogram Plot Part 2

Pie Chart and Figure Save

Subplot Part 2

Subplots