Exploratory Data Analysis Courses and Certifications

MLOps World: Machine Learning in Production

Essential Workshop to Exploratory Data Analysis and Feature Engineering

Explore and preprocess data, analyze correlations and distributions, engineer features, and train ML models using a Google Play Store dataset. Improve model accuracy and efficiency.

• YouTube
• 3 hours 10 minutes
• Self-Paced
• Free Video

School of Chemoinformatics in Latin America

Integration then Interrogation: Exploratory Data Analysis on a Deadline - 2022

Explore strategies for efficient exploratory data analysis, focusing on visualization techniques, predictive modeling, and practical constraints in chemical biology datasets.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Introduction to Text Data Exploration in Python

Explore an SMS spam dataset with pandas by inspecting records, identifying missing values and data types, and visualizing spam-versus-ham distribution.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Data Exploration and Baseline Modeling

Explore a Kaggle dataset, prepare its features, and establish baseline regression performance with linear regression and LightGBM.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Exploratory Data Analysis

Explore datasets and automate exploratory data analysis with Python libraries, including visualization, feature engineering, and feature selection.

• YouTube
• 3 hours 30 minutes
• Self-Paced
• Free Video

Go Beyond the Numbers: Translate Data into Insights

934 ratings at Coursera

Find the story inside data: run exploratory data analysis in Python, clean, join and validate raw datasets, and present insights through accessible Tableau visualizations.

• Coursera
• 5 weeks, 6 hours a week
• Self-Paced
• Paid Course

Machine Learning for Data Analysis: Data Profiling & QA

3976 ratings at Udemy

Machine Learning made simple with Excel! Learn data profiling for advanced analysis & business intelligence (no coding!)

• Udemy
• 2 hours 14 minutes
• Self-Paced
• Paid Course

Exploratory Analytics Project Ideation

Scope an exploratory analytics project: survey clustering, association rule mining and anomaly detection use cases, then run a design sprint with SCQ analysis and issue trees.

• Coursera
• 5 weeks, 3 hours a week
• Self-Paced
• Paid Course

From Data to Decisions: Getting Started with AI

21 ratings at Coursera

Use generative AI to structure research questions, identify outcomes and predictors in a dataset, classify variable types, and summarize variables to inform better decisions.

• Coursera
• 4 weeks, 1 hour a week
• Self-Paced
• Paid Course

AI Workflow: Data Analysis and Hypothesis Testing

128 ratings at Coursera

Perform exploratory data analysis for a hypothetical streaming media company: apply visualization best practices, handle missing data with imputation, estimate with probability distributions, and correct for multiple testing.

• Coursera
• 2 weeks, 5 hours a week
• Self-Paced
• Paid Course

Coursera

Analyze Data in a Model Car Database with MySQL Workbench

30 ratings at Coursera

Perform exploratory data analysis on a model car retailer's database: run SQL queries in MySQL Workbench to identify storage factors and recommend inventory reduction strategies.

• Coursera
• 1 hour 22 minutes
• Self-Paced
• Paid Course

CertNexus

Analyze Data

21 ratings at Coursera

Analyze data for insight: examine dataset relationships, explore underlying distributions with statistical methods, visualize with histograms, scatter plots and maps, and preprocess data for machine learning.

• Coursera
• 5 weeks, 4 hours a week
• Self-Paced
• Paid Course

Explore Raw Data

19 ratings at Coursera

Use Python to discover and structure raw data: import files, merge, sort and filter with pandas, handle datetime strings, and read bar graphs and histograms.

• Coursera
• 4 weeks, 2 hours a week
• Self-Paced
• Paid Course

Exploratory Data Analysis for Data Science with R Software (Hindi)

Learn exploratory data analysis through statistical and graphical tools implemented with open-source R software.

• Swayam
• Available until Oct 9, 2026
• Free Online Course

Coursera

Analyze Data in Azure ML Studio

Analyze a diabetes dataset in Azure Machine Learning: compute descriptive statistics and correlations, train a model to measure feature importance, and visualize variable relationships in Jupyter.

• Coursera
• 1 hour 25 minutes
• Self-Paced
• Paid Course