Data Science with Python

Course Content

NumPy
Introduction to NumPy
Pandas - Basics
An Introduction to Pandas in Python
Python Pandas Features
Limitations or Challenges of Python Pandas
Benefits of Python Pandas
How to install pandas using pip?
How to install pandas using Anaconda?
Python Pandas Data Structures
Pandas - DataFrame
Python Pandas DataFrame
Distinguishing Characteristics of Pandas Dataframes
Pandas DataFrame Columns Helper Functions
Loading selective columns in DataFrame
Get the maximum value from the DataFrame
Deleting Rows and Columns from DataFrame
Pandas - DataFrame Fundamental & Mathematical Operations
How to create a Pandas DataFrame?
Mathematical Operations on DataFrame
Pandas DataFrame Addition: add() function
Pandas DataFrame Subtraction: sub() function
Pandas DataFrame Multiplication: mul() function
Pandas DataFrame Division : div() function
Pandas DataFrame Sum : sum() function
Pandas DataFrame Aggregate: agg() function
Fundamental Operations on DataFrame
Panda DataFrame Set operations
Pandas DataFrame Union Operation
Pandas DataFrame Difference Operation
Pandas DataFrame Intersection Operation
Create pandas DataFrame from list of dictionaries
Convert dictionaries to Pandas DataFrame
Convert List to Pandas DataFrame
Matplotlib
Introduction to Matplotlib in Python

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