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Python for Data Science
Introduction to Google Colab
Introduction to Google Colab (2:08)
Getting Started with Colab (10:37)
Using Sample Colab Notebooks (3:37)
Python Basis
What is Python
Python operators
Python Data types
Comments
Variables
Strings and methods
Type Conversion
Quiz
Working with Python Data Structures
Introduction to Data Structures
Python List
Introduction to Lists
List Indexing
List Slicing
Replace list elements
List Methods
List Functions
Exercise
Python Tuples
Creating Tuples
Accessing Items
Tuple methods
Python Dictionary
Introduction to Python Dictionaries
Creating Dictionaries
Accessing and updating Dictionary
Dictionary Methods and Functions
Dictionary Methods
Dictionary Functions
Conditional Statements
Introduction to IF Statements
ELSE Clause
ELIF Clause
For Loop
While Loop
Comprehensions
Functions
Creating user defind functions
Python Packages
Introduction to Python Packages
Numerical Computing with Numpy
Introduction to Numpy
Creating an array
Indexing array
NumPy Basic Operations
Summary Functions
Data wrangling with Pandas
Introduction to Pandas
First step with Pandas
Series
Dataframes
Setting and resetting Column Index
Exploring DataFrames
Selecting and Indexing Dataframes
Dataframe Indexing with loc and iloc
Masking
Sorting Data
Descriptive Statistics
Removing Duplicates
Find and replace values
Working with External Data (5:25)
Data Aggregation and Group Operations
Data Aggregations Quiz Solution
Calculated Columns
Pandas Pivot Tables
PivotTables Quiz Solution
Handling missing values
Data visualization with Matlpotlib
Creating plots with Matplotlib
Data Visualization with Seaborn
Introduction to Seaborn
Getting started with Seaborn
Seaborn Datasets
Plotting with categorical data
Creating Countplots
Creating Barplots
Using Catplot to create subplots
Boxplots
Visualizing statistical relationships
Creating Scatterplots
Creating Lineplots
Ploting styles and formatting techniques
Setting plot styles
Applying color palette
Applying scale to plots
Adding Titles to plots
Adding x and y labels
Rotate plots x labels
Guided Project
Guided Project
Final Capstone
Introduction to Python Packages
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