Data Analysis with MongoDB Aggregation Framework Training Course
The MongoDB Aggregation Framework offers a streamlined, sequential method for querying, transforming, and processing data within MongoDB.
This instructor-led live training (available online or onsite) is designed for data analysts and scientists who want to leverage the MongoDB Aggregation Framework to conduct data analysis while simplifying complex operations and aggregation pipelines.
Upon completing this training, participants will be able to:
- Install and configure MongoDB for data analysis purposes.
- Grasp the core concepts and stages of the MongoDB Aggregation Framework.
- Familiarize themselves with the fundamental structure, syntax, and operations used in aggregation.
- Master advanced operations within aggregation.
- Utilize specific optimization tools and techniques to enhance aggregation performance.
Course Format
- Interactive lectures and discussions.
- Extensive exercises and practice sessions.
- Practical implementation in a live laboratory environment.
Customization Options
- To request a customized version of this course, please contact us to make arrangements.
Course Outline
Introduction
- What is MongoDB's Aggregation Framework?
- Aggregation Framework vs Map-Reduce
Understanding Aggregation Concepts
- Aggregation pipelines
- MongoDB aggregation stages
- Use cases and examples
Getting Started
- Installing and configuring MongoDB
- Exploring MongoDB Compass and Studio 3T
- Basic CRUD operations
Aggregation Basics
- Structure and syntax
- Query conditions ($match)
- Inclusion and exclusion of fields ($project)
- Grouping documents ($group)
- Working with arrays ($unwind)
- $lookup and $graphLookup stages
- Expression operators
Advanced Operations in Aggregation
- Categorizing documents ($bucket)
- Multi-faceted aggregations ($facet)
- Accumulator expressions ($accumulator)
- Writing results to a collection ($merge)
Optimizing Aggregation Pipelines
- Projection optimization
- Pipeline sequence optimization
- Pipeline coalescence optimization
- Indexes and document filters
Troubleshooting
Summary and Next Steps
Requirements
- Familiarity with data analysis concepts.
- Previous experience with MongoDB.
Target Audience
- Data analysts.
- Data scientists.
Need help picking the right course?
southafrica@nobleprog.co.za or +27 (0)10 005 5793
Data Analysis with MongoDB Aggregation Framework Training Course - Enquiry
Testimonials (2)
Doing Exercise
Joe Pang - Lands Department, Hong Kong
Course - QGIS for Geographic Information System
Hands-on examples allowed us to get an actual feel for how the program works. Good explanations and integration of theoretical concepts and how they relate to practical applications.
Ian - Archeoworks Inc.
Course - ArcGIS Fundamentals
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