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Learn Data Analysis online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.
Data Analysis topics
EDUCBA
Build practical cloud deployment and DevOps skills with AWS Elastic Beanstalk and CI/CD. You’ll begin by configuring a development environment and build files, then use Git and AWS CodeCommit for version control. You’ll automate reliable deployments with AWS CodePipeline and configure notifications…
EDUCBA
Master Excel VBA and Macros to automate repetitive tasks and boost productivity. Learn how to transform manual Excel work into efficient, automated workflows. This course takes you from recording your first macro to writing powerful VBA code for real-world applications. You will explore the VBA obj…
EDUCBA
Build practical numerical computing and retail data analysis skills with NumPy and Pandas. Designed for aspiring data analysts, business intelligence professionals, and Python enthusiasts, this hands-on course guides you from NumPy foundations to advanced Pandas techniques through case studies and…
EDUCBA
Build practical Big Data analytics skills by processing real-world sensor datasets with Hadoop MapReduce, Apache Pig, and Apache Hive. You’ll begin by exploring how sensor data is collected and structured, then preprocess JSON files and apply Big Data principles for efficient data handling. Using M…
EDUCBA
Build Jupyter and Python skills for data visualization, notebook productivity, and high-performance computing. You’ll begin by configuring Jupyter Notebook and using IPython for markdown, calculations, documentation, and interactive code execution. You’ll then use Matplotlib and NumPy to create and…
EDUCBA
Master the art of creating dynamic heat maps in Microsoft Excel for powerful data visualization and sales analysis. Learn how to transform raw datasets into interactive dashboards using conditional formatting, formulas, and heat map techniques. In this hands-on Excel project course, learners will b…
EDUCBA
Learners will be able to analyze supply chain demand trends, interpret heatmap visualizations, apply data preparation techniques, and evaluate clustering methods to uncover meaningful demand patterns. By the end of this course, learners will confidently explore demand data, compare visualization ap…
EDUCBA
Build a strong foundation in Python programming by learning how to set up your environment, write basic Python syntax, manage variables, manipulate strings, and evaluate expressions with operators. You will begin with Python installation, execution flow, and basic program structure, then learn to s…
EDUCBA
Learners will be able to explain core Dart programming concepts, apply correct syntax, use variables and operators effectively, and manage data using constants and lists. This course enables beginners to build a strong foundation in Dart programming through structured lessons, practical examples, a…
EDUCBA
Master Logistic Regression with SAS: Build & Evaluate Models is a hands-on course that teaches you how to develop, refine, and evaluate logistic regression models using SAS. You will begin by exploring the role of logistic regression in predictive modeling, working with real-world insurance data, a…
EDUCBA
Learn how to prepare, analyze, and interpret data through effective visualizations using Python's Seaborn library. In this hands-on course, you will build a strong foundation in data visualization by setting up your Python environment with Anaconda and Jupyter Notebook, preparing census datasets fo…
EDUCBA
Master Advanced Excel skills to perform powerful financial analysis and build real-world financial models. Learn the tools used by top analysts to transform data into actionable insights. This course is designed to bridge the gap between basic Excel knowledge and professional financial analysis. Yo…
EDUCBA
Build practical big data analytics skills using Apache Hive, Pig, MapReduce, Sqoop, HDFS, and the Hadoop ecosystem. You’ll begin with Hive architecture and database commands, then create and manage external tables, partitions, and buckets. As you progress, you’ll apply constraints such as NOT NULL,…
EDUCBA
Build practical machine learning skills by implementing and evaluating Random Forest models in Python. In this hands-on course, you'll work through a complete supervised learning workflow using the SONAR dataset, from data preparation and exploration to decision tree construction and Random Forest…
EDUCBA
Learners will build, query, analyze, optimize, and maintain SAS datasets using PROC SQL. They will apply joins, construct complex queries, generate reports, automate workflows with macro variables, enforce data integrity with constraints, and troubleshoot performance issues across real-world data s…
EDUCBA
Unlock the power of customer segmentation by learning how to analyze, model, and visualize shopping behavior using Python and K-Means clustering. In this hands-on course, you'll work through a practical workflow that transforms customer data into meaningful business insights using unsupervised mach…
EDUCBA
By the end of this course, learners will be able to analyze data using Tableau Desktop, create effective visualizations, build interactive worksheets and dashboards, and present insights through structured data stories. This course provides a comprehensive, hands-on journey through Tableau Desktop,…
EDUCBA
Learners will analyze business data, apply business intelligence concepts, and create interactive visualizations and dashboards using Tableau. By the end of this course, learners will interpret data structures, apply analytical functions, design effective charts, and forecast trends to support data…
EDUCBA
By completing this course, learners will be able to analyze Pivot Table data issues, evaluate visualization and layout problems, apply automation techniques using macros, and implement protection strategies to deliver reliable, scalable Excel reports. Learners will develop the ability to diagnose g…
EDUCBA
Gain a strong foundation in logistic regression and learn how to build, interpret, and evaluate predictive models for binary outcomes. This beginner-friendly course introduces the core principles of regression analysis before guiding you through the concepts and practical techniques that make logis…
