Exploratory Data Analysis

Exploratory Data Analysis (EDA) is a statistical approach that involves visualizing and understanding the patterns, trends, and relationships within data prior to formal modeling or hypothesis testing. Coursera's EDA catalogue helps you develop a comprehensive understanding of how to summarize, visualize, and interpret various types of data. You'll learn how to use graphical and quantitative methods to gain insights into data, uncover underlying structure, extract important variables, identify outliers and anomalies, and test underlying assumptions. You'll refine your analytical thinking skills and learn to effectively communicate results through informative visualizations, preparing you for roles in data science, statistics, and analytics.
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Explore the Exploratory Data Analysis Course Catalog

  • IBM

    Skills you'll gain: Time Series Analysis and Forecasting, Deep Learning, Statistical Analysis, Predictive Modeling, Statistical Methods, Forecasting, Jupyter, Data Cleansing, Applied Machine Learning, Data Transformation, Exploratory Data Analysis, Pandas (Python Package), Unsupervised Learning, Dimensionality Reduction

    4.5
    Rating, 4.5 out of 5 stars
    136 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial

    Google

    Skills you'll gain: Data Storytelling, Data Visualization, Exploratory Data Analysis, Data Presentation, Data Visualization Software, Data Manipulation, Data Ethics, Tableau Software, Data Analysis, Pandas (Python Package), Data Cleansing, Data Quality, Data Processing, Data Validation, Technical Communication, Data Transformation, Python Programming

    4.7
    Rating, 4.7 out of 5 stars
    868 reviews

    Advanced · Course · 1 - 3 Months

  • Status: Free Trial

    Duke University

    Skills you'll gain: Exploratory Data Analysis, Ggplot2, Data Visualization Software, Tidyverse (R Package), Data Visualization, Version Control, Data Analysis, Statistical Methods, Data Wrangling, R Programming, GitHub, Data Transformation, Statistical Analysis, Git (Version Control System), Data Manipulation, Statistical Programming

    4.8
    Rating, 4.8 out of 5 stars
    16 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: New
    Status: Free Trial

    Illinois Tech

    Skills you'll gain: Machine Learning Algorithms, Statistical Analysis, Bayesian Statistics, Data Visualization, Statistical Inference, Regression Analysis, Data Cleansing, Analytics, Data Analysis, Machine Learning, R Programming, Data Science, R (Software), Statistical Modeling, Data Validation, Data Manipulation, Statistical Methods, Exploratory Data Analysis, Data Mining, Statistical Programming

    Build toward a degree

    4.5
    Rating, 4.5 out of 5 stars
    45 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: New
    Status: Free Trial

    Coursera Instructor Network

    Skills you'll gain: Business Intelligence, Excel Macros, Pandas (Python Package), Prompt Engineering, Forecasting, Data Storytelling, Time Series Analysis and Forecasting, Regression Analysis, Data Quality, ChatGPT, Microsoft Excel, Generative AI, Data Analysis, Report Writing, Interactive Data Visualization, Data Modeling, Exploratory Data Analysis, Data Visualization, Statistical Analysis, Automation

    4.4
    Rating, 4.4 out of 5 stars
    361 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: Free Trial

    Edureka

    Skills you'll gain: Data Storytelling, Data Visualization, Matplotlib, Plotly, Seaborn, Exploratory Data Analysis

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview

    Johns Hopkins University

    Skills you'll gain: Exploratory Data Analysis, Data-Driven Decision-Making, Data Analysis, Data Management, Analytical Skills, Statistical Inference, Team Management, Statistical Modeling, Strategic Decision-Making, Data Presentation, Statistics, Communication

    4.6
    Rating, 4.6 out of 5 stars
    102 reviews

    Mixed · Course · 1 - 4 Weeks

  • Status: Free Trial

    University of Minnesota

    Skills you'll gain: Exploratory Data Analysis, Project Design, Data Mining, Ideation, Design Thinking, Data Analysis, Analytics, Business Analytics, Business Analysis, Sprint Planning, Unsupervised Learning, Case Studies, Anomaly Detection, Tree Maps

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial

    University of Pennsylvania

    Skills you'll gain: Data Storytelling, Data Presentation, Feature Engineering, Data Visualization Software, Unsupervised Learning, SQL, Data Analysis, Seaborn, Data Visualization, Tableau Software, Predictive Modeling, Exploratory Data Analysis, Predictive Analytics, Analytics, Presentations, Verbal Communication Skills, Matplotlib, Data Storage, Data Science, Machine Learning

    Beginner · Specialization · 1 - 3 Months

  • Status: Preview

    EDUCBA

    Skills you'll gain: Time Series Analysis and Forecasting, Exploratory Data Analysis, Feature Engineering, Statistical Analysis, Forecasting, Regression Analysis, Python Programming, Data Analysis, Predictive Modeling, Pandas (Python Package), Scikit Learn (Machine Learning Library), Machine Learning Algorithms, Supervised Learning, Data Cleansing, Data Transformation

    4.6
    Rating, 4.6 out of 5 stars
    42 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial

    American Psychological Association

    Skills you'll gain: Histogram, Data Analysis, Exploratory Data Analysis, Graphing, Data Visualization Software, Data Literacy, Descriptive Statistics, Statistical Software, Statistics, Data Management, Research, Psychology

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial

    Universidad Nacional Autónoma de México

    Skills you'll gain: Exploratory Data Analysis, Pandas (Python Package), Data Visualization, Data Analysis, Data Science, Python Programming, Software Installation, Data Manipulation, Scripting, Package and Software Management, Development Environment

    3.8
    Rating, 3.8 out of 5 stars
    9 reviews

    Mixed · Course · 1 - 3 Months