Data Analysis & Visualization with Python
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www.abadnet.com.sa Data Analysis & Visualization with Python Module 0 – Revisit Python Collections Lists & Tuples Dictionaries Comprehension & Loops Module 1 – Importing Data Sets The Problem Understanding the Data Python Packages for Data Science Importing and Exporting Data in Python Getting Started Analyzing Data in Python Accessing Databases with Python Hands-on Lab: Importing Datasets Module 2 – Data Wrangling Pre-processing Data in Python Dealing with Missing Values in Python Data Formatting in Python Data Normalization in Python Binning in Python Turning Categorical Variables into Quantitative Variables in Python Hands-on Lab: Data Wrangling Module 3 - Exploratory Data Analysis Exploratory Data Analysis Descriptive Statistics GroupBy in Python Correlation Correlation - Statistics Association between two categorical variables: Chi-Square Hands-on Lab: Exploratory Data Analysis Module 4 – Model Development Model Development Linear Regression Model Evaluation using Visualization Prediction and Decision Making Hands-on Lab: Model Development Module 5 -Introduction to VisualizationTools Introduction to Data Visualization Introduction to Matplotlib Basic Plotting with Matplotlib Dataset on Immigration to Canada Line Plots Module 6 -Basic Visualization Tools Area Plots Histograms Bar Charts Module 7 -Specialized Visualization Tools Pie Charts Box Plots Scatter Plots Bubble Plots
Transcript of Data Analysis & Visualization with Python
www.abadnet.com.sa
Data Analysis & Visualization with Python
Module 0 – Revisit Python Collections
Lists & Tuples Dictionaries Comprehension & Loops
Module 1 – Importing Data Sets The Problem Understanding the Data Python Packages for Data Science Importing and Exporting Data in Python Getting Started Analyzing Data in Python Accessing Databases with Python Hands-on Lab: Importing Datasets
Module 2 – Data Wrangling Pre-processing Data in Python Dealing with Missing Values in Python Data Formatting in Python Data Normalization in Python Binning in Python Turning Categorical Variables into
Quantitative Variables in Python Hands-on Lab: Data Wrangling
Module 3 - Exploratory Data Analysis Exploratory Data Analysis Descriptive Statistics GroupBy in Python Correlation Correlation - Statistics Association between two categorical
variables: Chi-Square Hands-on Lab: Exploratory Data Analysis
Module 4 – Model Development Model Development Linear Regression Model Evaluation using Visualization Prediction and Decision Making Hands-on Lab: Model Development
Module 5 -Introduction to Visualization Tools
Introduction to Data Visualization Introduction to Matplotlib Basic Plotting with Matplotlib Dataset on Immigration to Canada Line Plots
Module 6 -Basic Visualization Tools Area Plots Histograms Bar Charts
Module 7 -Specialized Visualization Tools
Pie Charts Box Plots Scatter Plots Bubble Plots
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