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  <img class="date-icon" src="/icons/outline/date-blue.svg" alt="Calendar" />  Module 5 
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# Multimodal Supplier Risk Intelligence

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Apply every concept from Modules 1 through 4 in a single end-to-end system: ingest daily news, transcripts, and satellite imagery about your suppliers, cluster them into risk themes, and query all of it from one collection.

**Follow-along code**: [Module 5 notebook](https://github.com/qdrant/examples/blob/master/course/beginners/Module5.ipynb)

#### Overview

> Module 4 turned the building blocks into a design. In this module, you'll build that design into a working system. You'll explore named vectors that hold text and image evidence on a single point, then see how clustering groups those signals into the events they describe. You'll also learn how to search images with text and extend the system across languages. By the end, you'll have ingested, clustered, and queried multimodal signals from one collection.

## Today's Path

1. [Project Overview](https://qdrant.tech/course/beginners/module-5/project-overview/index.md)
2. [System Architecture](https://qdrant.tech/course/beginners/module-5/system-architecture/index.md)
3. [Signal Sources and Embedding Models](https://qdrant.tech/course/beginners/module-5/signal-sources-and-embedding-models/index.md)
4. [Ingestion Pipeline](https://qdrant.tech/course/beginners/module-5/ingestion-pipeline/index.md)
5. [Clustering Risk Signals](https://qdrant.tech/course/beginners/module-5/clustering-risk-signals/index.md)
6. [Analyst Queries](https://qdrant.tech/course/beginners/module-5/analyst-queries/index.md)
7. [Knowledge Check](https://qdrant.tech/course/beginners/module-5/knowledge-check/index.md)
8. [Course Summary](https://qdrant.tech/course/beginners/module-5/course-summary/index.md)
9. [References and Further Reading](https://qdrant.tech/course/beginners/module-5/references-and-further-reading/index.md)