Apache Iceberg for Data Analytics and Machine Learning
48mIntermediate2025-01-23
Authors

Dremio
Course details
Apache Iceberg has become a game changer in the world of analytics and machine learning. Iceberg lets you change your data structure—adding new features, removing columns, or even modifying data types— all while your existing queries and machine learning pipelines continue to run smoothly, so you can experiment without disrupting your production models. In this course, learn about running analytics and creating business intelligence dashboards using Apache Iceberg data on your data lake, and explore how to use Apache Iceberg with Dremio, Power BI, and Jupyter Notebook for advanced analytics and machine learning.
Learning objectives
Set up a project using Dremio.
Add sources and create data products with SQL.
Connect to Power BI.
Complete data analysis and machine learning with Jupyter Notebook.
Learning objectives
Set up a project using Dremio.
Add sources and create data products with SQL.
Connect to Power BI.
Complete data analysis and machine learning with Jupyter Notebook.
Skills covered
ApacheBusiness AnalyticsBusiness IntelligenceMachine LearningSoftware Development ToolsData AnalysisArtificial Intelligence (AI)Data ScienceBusiness Analysis and StrategyBusiness Software and ToolsOpen SourceSoftware DevelopmentOne-Off
Concepts
Apache Iceberg
- 01 - Why Apache Iceberg
- 02 - Setting up your project
- 03 - Dremio login and overview
- 04 - Adding sources and creating data products with SQL
- 05 - Connecting to Power BI
- 06 - Data analysis and machine learning with Jupyter Notebook
- 07 - Conclusion
Related courses
- Apache Iceberg: From Zero to Production Data Lakehouse
- DataOps with Apache Iceberg using Spark, Nessie, and Dremio
- Manage and Optimize Big Data with Apache Iceberg
- Hands-On with Apache Iceberg
- Fundamentals of Apache Iceberg
- Introduction to Spark SQL and DataFrames
- Spark for Machine Learning & AI
- Hands-On Data Science: 1 Analyzing Employee Data with SQL
Related learn paths
- Advance Your Data Skills in Apache Spark
- Master Data Engineering
- Explore a Career in Data Engineering
- Moving from Data Scientist to Data Analyst
- Data Engineering Foundations Professional Certificate by Astronomer
- Advance Your Data Engineering Skills
- Prepare for the Databricks Certified Data Engineer Associate Certification
- Data Engineering Hands-On Practice