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

    Imperial College London

    Skills you'll gain: Correlation Analysis, Regression Analysis, Data Analysis, R Programming, Descriptive Statistics, Statistical Modeling, R (Software), Exploratory Data Analysis, Statistical Analysis, Statistical Methods, Probability & Statistics, Biostatistics, Data Import/Export

    4.8
    Rating, 4.8 out of 5 stars
    525 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial

    Imperial College London

    Skills you'll gain: Descriptive Statistics, Exploratory Data Analysis, Regression Analysis, Statistics, R Programming, Predictive Modeling, Statistical Analysis, Feature Engineering, Probability & Statistics, Data Wrangling, Statistical Inference, R (Software), Data Cleansing, Public Health

    4.8
    Rating, 4.8 out of 5 stars
    367 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial

    MathWorks

    Skills you'll gain: Image Analysis, Image Quality, Matlab, Computer Vision, Automation, Anomaly Detection, Spatial Data Analysis, Data Processing, Engineering Practices, Water Sustainability, Medical Imaging, Spatial Analysis, Data Manipulation, Exploratory Data Analysis, Histogram, Quantitative Research, Data Analysis Software, Analysis, Data Import/Export, Algorithms

    4.7
    Rating, 4.7 out of 5 stars
    230 reviews

    Beginner · Specialization · 1 - 3 Months

  • Google Cloud

    Skills you'll gain: Query Languages, Google Cloud Platform, NoSQL, Cloud Storage, Exploratory Data Analysis, Data Import/Export, Cloud Computing, Data Analysis

    Beginner · Project · Less Than 2 Hours

  • Status: Free Trial

    Corporate Finance Institute

    Skills you'll gain: Matplotlib, Financial Data, Exploratory Data Analysis, Pandas (Python Package), Financial Analysis, Data Visualization Software, Statistical Analysis, Data Manipulation, NumPy, Seaborn, Data Analysis, Data Science, Data Transformation, Python Programming, Data Cleansing, Computer Programming

    4.9
    Rating, 4.9 out of 5 stars
    10 reviews

    Advanced · Course · 1 - 3 Months

  • Status: Preview

    Johns Hopkins University

    Skills you'll gain: Data Analysis, Analytical Skills, Data Management, Exploratory Data Analysis, Data-Driven Decision-Making, Predictive Analytics, Data Presentation, Descriptive Analytics, Data Collection, Statistical Modeling, Data Validation, Statistical Inference, Communication

    4.4
    Rating, 4.4 out of 5 stars
    9 reviews

    Mixed · Course · 1 - 4 Weeks

  • Status: Free Trial

    L&T EduTech

    Skills you'll gain: Oil and Gas, Petroleum Industry, Big Data, Data Management, Data Processing, Artificial Intelligence and Machine Learning (AI/ML), Process Engineering, Geostatistics, Anomaly Detection, Image Analysis, Process Control, Production Process, Energy and Utilities, Machine Learning, Automation, Physical Science, Natural Resource Management, 3D Modeling, Exploratory Data Analysis

    4.8
    Rating, 4.8 out of 5 stars
    47 reviews

    Beginner · Course · 1 - 4 Weeks

  • Coursera Project Network

    Skills you'll gain: Sampling (Statistics), Statistical Methods, Descriptive Statistics, Statistical Visualization, Data Import/Export, Pareto Chart, Histogram, Statistical Analysis, R (Software), Box Plots, R Programming, Data Synthesis, Probability Distribution, Probability & Statistics, Exploratory Data Analysis, Statistics, Statistical Hypothesis Testing, Data Science

    4.7
    Rating, 4.7 out of 5 stars
    66 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Google Cloud

    Skills you'll gain: Time Series Analysis and Forecasting, Forecasting, Google Cloud Platform, Predictive Modeling, Big Data, Data Analysis, Data Analysis Software, Data Manipulation, Exploratory Data Analysis, Cloud Storage

    Beginner · Project · Less Than 2 Hours

  • Status: Free Trial

    Google Cloud

    Skills you'll gain: Google Gemini, Generative AI, Predictive Modeling, Applied Machine Learning, Big Data, Google Cloud Platform, Data Analysis, Exploratory Data Analysis, Artificial Intelligence and Machine Learning (AI/ML), Prompt Engineering, SQL, LLM Application, Data Processing, Responsible AI, Python Programming, Data Cleansing, Customer Relationship Management, Data Visualization Software, Machine Learning, Natural Language Processing

    4.8
    Rating, 4.8 out of 5 stars
    6 reviews

    Beginner · Specialization · 1 - 4 Weeks

  • Status: Free Trial

    Corporate Finance Institute

    Skills you'll gain: Dashboard, Tableau Software, Data Visualization Software, Exploratory Data Analysis, SQL, Data Analysis, Data Manipulation

    5
    Rating, 5 out of 5 stars
    6 reviews

    Advanced · Course · 1 - 3 Months

  • Google Cloud

    Skills you'll gain: Looker (Software), Data Modeling, Database Design, Exploratory Data Analysis, Data Analysis, Data Visualization Software

    Beginner · Project · Less Than 2 Hours