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

  • Status: Free Trial

    IBM

    Skills you'll gain: Data Mining, Dashboard, Data Collection, Microsoft Excel, Data Quality, Data Cleansing, Data Analysis, Data Visualization Software, IBM Cognos Analytics, Exploratory Data Analysis, Pivot Tables And Charts, Data Wrangling

    4.6
    Rating, 4.6 out of 5 stars
    314 reviews

    Beginner · Course · 1 - 4 Weeks

  • Coursera Project Network

    Skills you'll gain: Pandas (Python Package), Scatter Plots, Histogram, Data Visualization, Data Manipulation, Data Import/Export, JSON, Data Cleansing, Data Visualization Software, Exploratory Data Analysis, Data Analysis, Python Programming

    4.8
    Rating, 4.8 out of 5 stars
    24 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: Free

    Coursera Project Network

    Skills you'll gain: Prompt Engineering, Data Analysis, Generative AI, OpenAI, Exploratory Data Analysis, Data Manipulation, LLM Application, Artificial Intelligence, Python Programming

    Intermediate · Guided Project · Less Than 2 Hours

  • Coursera Project Network

    Skills you'll gain: Time Series Analysis and Forecasting, Data Visualization, Data Visualization Software, Statistical Visualization, Box Plots, Anomaly Detection, Heat Maps, Data Analysis, Plotly, Exploratory Data Analysis, Data Processing, Python Programming

    4.4
    Rating, 4.4 out of 5 stars
    17 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Google Cloud

    Skills you'll gain: Fraud detection, Feature Engineering, Exploratory Data Analysis, Real Time Data, Applied Machine Learning, MLOps (Machine Learning Operations), Application Deployment, Jupyter, Data Analysis, System Monitoring, Data Warehousing, Machine Learning

    Beginner · Project · Less Than 2 Hours

  • Status: Free Trial

    Arizona State University

    Skills you'll gain: Matplotlib, NumPy, Plot (Graphics), Pandas (Python Package), Data Structures, Data Visualization Software, Data Analysis, Python Programming, File Management, Data Manipulation, Exploratory Data Analysis, Data Import/Export, Computer Programming

    4.7
    Rating, 4.7 out of 5 stars
    12 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial

    Tableau Learning Partner

    Skills you'll gain: Data Storytelling, Exploratory Data Analysis, Requirements Elicitation, Data Presentation, Data Governance, Data Ethics, Tableau Software, Business Analysis, Data Literacy, Data Visualization, Data Visualization Software, Data Warehousing, Business Metrics, Dashboard, Extract, Transform, Load, Stakeholder Analysis, Data Analysis, Spatial Data Analysis, Data Quality, Data Management

    4.7
    Rating, 4.7 out of 5 stars
    1.1K reviews

    Beginner · Professional Certificate · 3 - 6 Months

  • Status: Free Trial

    Vanderbilt University

    Skills you'll gain: SQL, Generative AI, Data Visualization, Interactive Data Visualization, Database Management, Data Capture, Data Analysis, Debugging, Exploratory Data Analysis, ChatGPT, Prompt Engineering, Databases, Data Quality

    4.7
    Rating, 4.7 out of 5 stars
    61 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: New
    Status: Free Trial

    Coursera

    Skills you'll gain: Data Storytelling, Data Presentation, SQL, Data Visualization Software, Database Design, AWS SageMaker, Unsupervised Learning, Data Visualization, Interactive Data Visualization, Dashboard, Feature Engineering, Database Management, Exploratory Data Analysis, A/B Testing, Tableau Software, Pandas (Python Package), Matplotlib, Python Programming, Data Analysis, Machine Learning

    4.1
    Rating, 4.1 out of 5 stars
    15 reviews

    Beginner · Professional Certificate · 3 - 6 Months

  • Coursera Project Network

    Skills you'll gain: Pandas (Python Package), Data Visualization, Data Manipulation, Data Cleansing, Matplotlib, Text Mining, Exploratory Data Analysis, Data Analysis, Python Programming

    4.6
    Rating, 4.6 out of 5 stars
    17 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Coursera Project Network

    Skills you'll gain: Data Import/Export, Data Analysis, Exploratory Data Analysis, Java, Data Processing, Data Manipulation, Java Programming, Statistics

    4.5
    Rating, 4.5 out of 5 stars
    6 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: Free Trial

    University of Colorado Boulder

    Skills you'll gain: Unsupervised Learning, Dimensionality Reduction, Applied Machine Learning, Machine Learning Methods, Machine Learning, Data Mining, Machine Learning Algorithms, Statistical Machine Learning, Exploratory Data Analysis, Data Analysis

    4.5
    Rating, 4.5 out of 5 stars
    11 reviews

    Intermediate · Course · 1 - 3 Months

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