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Data Quality courses 80

Learn Data Quality online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.

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Coursera

Parse & Normalize Data for ML Pipelines

Poor data preprocessing causes 80% of ML production failures, making data quality more critical than algorithm choice. This comprehensive course equips Java developers with essential skills to build enterprise-grade preprocessing pipelines that transform messy real-world data into ML-ready features…

  • Coursera
  • 75 Minutes
  • Self-paced
  • Paid certificate

Coursera

Using Descriptive Statistics to Analyze Data in R

By the end of this project, you will create a data quality report file (exported to Excel in CSV format) from a dataset loaded in R, a free, open-source program that you can download. You will learn how to use the following descriptive statistical metrics in order to describe a dataset and how to c…

  • Coursera
  • 1.5 hours
  • Self-paced
  • Paid certificate

Coursera

Data Quality and Debugging for Reliable Pipelines

You'll build the diagnostic and preventive skills that keep data pipelines trustworthy and production-ready. In this course, you'll learn to define automated data quality tests, trace anomalies back to their source, and apply advanced Python debugging techniques to resolve complex pipeline failures…

  • Coursera
  • Self-paced
  • Paid certificate

Coursera

Govern and Evaluate Research Data Quality

This course builds data governance and quality management capabilities for research professionals. Learners will develop skills in applying metadata tagging for effective data governance and evaluating data quality against defined standards. Through practical application, learners will build the te…

  • Coursera
  • 140 minutes
  • Self-paced
  • Paid certificate

Coursera

Smart Data Cleaning with Generative AI

Tired of spending hours on tedious data cleaning? Imagine if AI could handle the heavy lifting for you, turning days of work into minutes. From detecting errors to organizing vast datasets, Generative AI can not only save you time but also elevate your data quality to new heights. Dive into this co…

  • Coursera
  • 150
  • Self-paced
  • Paid certificate

Coursera

SQL Data Quality, Security, and Governance

You'll develop the critical skills to ensure data reliability, security, and strategic value in modern organizations. Through hands-on SQL projects, you'll implement automated data quality frameworks, apply security controls to protect sensitive information, and create data-driven strategies for in…

  • Coursera
  • Self-paced
  • Paid certificate

Coursera

Enforce Data Quality

Transform your project management with data-driven quality controls that eliminate guesswork and boost team accountability. This Short Course was created to help project management professionals accomplish systematic data quality enforcement in their Asana workflows. By completing this course, you'…

  • Coursera
  • 90 minutes
  • Self-paced
  • Paid certificate

Coursera

Profile Data Quality

Before you analyze data, you need to know if you can trust it. In this course, you’ll learn how to assess the health of your marketing data using practical data profiling techniques. You’ll start by learning how to measure three key dimensions of data quality: completeness, uniqueness, and distribu…

  • Coursera
  • Self-paced
  • Paid certificate

Coursera

Marketing Dashboards & Data Storytelling with AI

AI-powered analytics are essential for turning marketing data into business impact. This course teaches you to segment audiences, validate data quality, create automated dashboards, and communicate insights that support strategic decisions. You will learn to leverage AI tools for predictive analyti…

  • Coursera
  • 76 minutes
  • Self-paced
  • Paid certificate

Coursera

Optimize CRM for Marketing

CRM data quality directly shapes marketing performance. In this course, you’ll learn how to optimize your CRM to ensure campaigns reach the right audience, workflows trigger correctly, and results can be trusted. Using a real-world B2B marketing scenario, you’ll analyze CRM data health and understa…

  • Coursera
  • 3 hours
  • Self-paced
  • Paid certificate

Coursera

Architect and Optimize GenAI Data Systems

The explosive growth of generative AI has created unprecedented demands on enterprise data infrastructure. Organizations struggle with complex data quality issues, escalating storage costs, and fragmented processing platforms that can't keep pace with AI workloads. This Short Course was created to…

  • Coursera
  • 155 minutes
  • Self-paced
  • Paid certificate

Coursera

Classify, Document & Validate Healthcare Data

Healthcare data is growing exponentially, but without proper classification, documentation, and validation, it becomes a liability instead of an asset. This course transforms you into a healthcare data steward who can ensure data quality, compliance, and discoverability. This Short Course was creat…

  • Coursera
  • 178 minutes
  • Self-paced
  • Paid certificate

Coursera

Transform Data: Cleanse, Encode, Validate

This course teaches you how to transform real-world datasets into reliable analytical assets through practical, reproducible data-cleaning techniques. You’ll learn how to evaluate categorical features and select optimal encoding strategies, measure and document data quality, and apply effective app…

  • Coursera
  • Self-paced
  • Paid certificate

Coursera

Data Engineering & Pipeline Reliability for Machine Learning

This course teaches you how to transform real-world datasets into reliable analytical assets through practical, reproducible data-cleaning techniques. You’ll learn how to evaluate categorical features and select optimal encoding strategies, measure and document data quality, and apply effective app…

  • Coursera
  • Self-paced
  • Paid certificate

EDUCBA

Machine Learning Projects in R with Caret

Build practical machine learning skills in R by completing real-world projects with the caret package. Master Machine Learning Projects in R with Caret guides you through a structured workflow, from reading datasets and evaluating data quality to preparing data for clustering and unsupervised learn…

  • Coursera
  • 5 hours
  • Self-paced
  • Paid certificate

John Wiley & Sons

Data Management, Databases, and Big Data

Every organization runs on information, but information only creates value when it's managed well. Poor data quality, disconnected systems, and ungoverned databases cost organizations time, money, and credibility every day. The professionals who understand how to manage information effectively are…

  • Coursera
  • 2 weeks/2 hours per week
  • Self-paced
  • Paid certificate

Coursera

Automate and Verify Marketing Reports Accurately

Did you know that poor data quality costs organizations an average of $15 million annually? This Short Course was created to help digital marketing professionals accomplish reliable, automated reporting that stakeholders can trust for critical business decisions. By completing this course, you'll b…

  • Coursera
  • 101 min
  • Self-paced
  • Paid certificate

EDUCBA

Apply Salesforce Administration Fundamentals for Beginners

By the end of this course, learners will be able to configure Salesforce organizations, manage users and security, customize objects and fields, design record layouts, and apply validation rules to ensure data quality. Learners will also gain the ability to control record visibility, create relatio…

  • Coursera
  • 20 hours
  • Self-paced
  • Paid certificate

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