LEARNING RESOURCES
Data & Analytics
Study data preparation, SQL, statistics, visualization and responsible analytics practice. Browse 19 selected links, organized into 4 groups.
Courses & practice datasets
5 resources- Kaggle LearnPractical lessons in Python, SQL, visualization and machine learning.www.kaggle.com
- Google Data Analytics CertificateStructured introduction to the data-analysis workflow.www.coursera.org
- Our World in DataResearch-backed datasets and visualizations on global topics.ourworldindata.org
- UCI Machine Learning RepositoryPublic datasets used for machine-learning and data-analysis practice.archive.ics.uci.edu
- Data.govUS government open datasets across many subject areas.data.gov
SQL, Python & statistics
5 resources- SQLBoltInteractive introductory SQL lessons.sqlbolt.com
- Mode SQL TutorialSQL lessons with examples for data analysis.mode.com
- Pandas Getting StartedOfficial guides for data manipulation with pandas.pandas.pydata.org
- R for Data ScienceOpen textbook on importing, transforming, visualizing and modeling data in R.r4ds.hadley.nz
- OpenIntro StatisticsFree introductory statistics textbook and supporting resources.www.openintro.org
Visualization & communication
5 resources- Tableau TrainingOfficial learning resources for Tableau.www.tableau.com
- Microsoft Power BI LearningMicrosoft Learn modules for Power BI.learn.microsoft.com
- Data Visualization SocietyCommunity resources for data visualization practice.www.datavisualizationsociety.org
- ObservableInteractive learning and examples for data visualization.observablehq.com
- Matplotlib TutorialsOfficial Python plotting tutorials.matplotlib.org
Data quality & governance
4 resources- UK Government Data Quality FrameworkPractical guidance for assessing and improving data quality.www.gov.uk
- W3C Data on the Web Best PracticesRecommendations for publishing and reusing web data.www.w3.org
- Open Data Institute LearningCourses and resources on data literacy and data practice.theodi.org
- dbt LearnGuided courses for analytics engineering and dbt.learn.getdbt.com
About these links
These are independent external resources, not courses hosted by Indipoint Tools. Availability, content, cost and account requirements can change. Check the publisher's page and terms before using a resource.