Mahapatra Simplifying Data Engineering and Analytics with Delta

Create analytics-ready data that fuels artificial intelligence and business intelligence
1. Auflage 2022
ISBN: 978-1-80181-071-5
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection

E-Book, Englisch, 334 Seiten

No detailed description available for "Simplifying Data Engineering and Analytics with Delta".

Autoren/Hrsg.

Mahapatra, Anindita

Fachgebiete

• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Data Warehouse
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Automatische Datenerfassung, Datenanalyse
• Mathematik | Informatik EDV | Informatik Informatik Mensch-Maschine-Interaktion Informationsarchitektur
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Datenbankdesign & Datenbanktheorie

Inhaltsverzeichnis

Table of Contents - An Introduction to Data Engineering
- Data Modeling and ETL
- Delta
- Unifying Batch and Streaming with Delta
- Data Consolidation in Delta Lake
- Solving Common Data Pattern Scenarios with Delta
- Delta for Data Warehouse Use Cases
- Handling Atypical Data Scenarios with Delta
- Delta for Reproducible Machine Learning Pipelines
- Delta for Data Products and Services
- Operationalizing Data and ML Pipelines
- Optimizing Cost and Performance with Delta
- Managing Your Data Journey

Über Autor(innen)

Mahapatra Anindita:
Anindita Mahapatra is a lead solutions architect at Databricks in the data and AI space helping clients across all industry verticals reap value from their data infrastructure investments. She teaches a data engineering and analytics course at Harvard University as part of their extension school program. She has extensive big data and Hadoop consulting experience from Think Big/Teradata, prior to which she was managing the development of algorithmic app discovery and promotion for both Nokia and Microsoft stores. She holds a master's degree in liberal arts and management from Harvard Extension School, a master's in computer science from Boston University, and a bachelor's in computer science from BITS Pilani, India.