Vertex AI RAG Agents Training in Doha

Vertex AI RAG Agents Training in Doha, Qatar

This program designed to teach how to build Retrieval-Augmented Generation (RAG) systems and AI agents using Google Cloud Vertex AI.

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Vertex AI RAG Agents Training is a professional training program delivered by ProgNXT in Doha, Qatar. ProgNXT, a globally recognized corporate training provider in 55+ countries, offers this Vertex AI RAG Agents Training course with hands-on, instructor-led sessions. The Vertex AI RAG Agents Training is a hands-on program designed to teach how to build Retrieval-Augmented Generation (RAG) systems and AI agents...

Expert Panel

Designed by the ProgNXT AI & Data Science Expert Panel, specializing in Generative AI, Machine Learning, and ChatGPT applications

ProgNXT AI & Data Science Expert Panel

Course Code: SDZ28
14 Hrs
Last Updated: April 2026

Course Rating5/5

The Vertex AI RAG Agents Training is a hands-on program designed to teach how to build Retrieval-Augmented Generation (RAG) systems and AI agents using Google Cloud Vertex AI.

The course focuses on designing knowledge-grounded, reliable, and scalable AI agents that can retrieve information from enterprise data sources, reason over it, and take actions—while maintaining security, governance, and production readiness.

Welcome to the official Vertex AI RAG Agents Training certification program in Doha, Qatar. This comprehensive training is designed to elevate your professional skills and provide you with practical, industry-relevant knowledge locally. As a globally recognized corporate training provider operating in 55+ countries, ProgNXT ensures that our curriculum meets the highest standards of excellence.

Whether you are looking to upskill your team or advance your personal career, our expert-led sessions will guide you through the core concepts of this domain. Upon successful completion of the 14 Hrs program, participants will receive a globally accepted certification, demonstrating their proficiency and readiness to tackle complex challenges in the field.

Programming experience (Python preferred)
Familiarity with REST APIs and JSON
Basic understanding of LLMs and Generative AI concepts
Experience with Google Cloud is helpful

By the end of this training, participants will be able to:

Build RAG pipelines on Vertex AI
Design and deploy RAG-powered AI agents
Integrate enterprise data sources
Implement grounding, citations, and validation
Optimize retrieval, cost, and performance
Secure and operate RAG agents in production

Vertex AI RAG architecture
Vector search and embeddings
Knowledge ingestion pipelines
Agent orchestration with RAG
Tool integration for agents
Evaluation and monitoring of RAG systems
Security and governance for enterprise RAG

RAG architecture design
Retrieval quality and tuning
Grounding and citation handling
Agent orchestration effectiveness
Security and governance implementation

Participants who attend all sessions and successfully complete the course assessments will receive a ProgNXT Certificate of Completion.

Introduction to RAG & Agentic AI on Vertex AI

Why RAG is critical for enterprise AI
RAG vs fine-tuning
Role of agents in RAG systems
Vertex AI RAG ecosystem overview

Vertex AI Architecture for RAG Agents

Vertex AI generative models
Embedding models and vector stores
Agent orchestration components
End-to-end RAG system design

Data Ingestion & Knowledge Pipelines

Document ingestion patterns
Chunking strategies
Metadata and tagging
Incremental updates and re-indexing

Embeddings & Vector Search on Vertex AI

Creating embeddings
Vector indexes and similarity search
Tuning recall and precision
Hybrid search (keyword + vector) concepts

Retrieval Strategies & Query Understanding

Query rewriting and expansion
Multi-query retrieval
Filtering with metadata
Re-ranking strategies

Prompting for RAG Systems

Prompt templates for grounded answers
Context assembly strategies
Citation-aware prompting
Reducing hallucinations with grounding

Building RAG-Powered AI Agents

Agent roles and responsibilities
Agent + RAG orchestration patterns
Tool calling with retrieved context
Multi-step agent workflows

Knowledge Validation & Answer Verification

Source attribution and citations
Confidence scoring concepts
Cross-checking retrieved content
Handling missing or conflicting information

Tool & System Integration

Connecting to enterprise systems
APIs and structured data sources
Search, databases, and document stores
Secure tool access for agents

Evaluation of RAG & Agent Systems

Retrieval quality metrics
Answer faithfulness and groundedness
Automated evaluation pipelines
Human review workflows

Performance & Cost Optimization

Index sizing and sharding
Caching strategies
Token optimization
Cost monitoring and limits

Security, Privacy & Data Governance

Access control for knowledge sources
Handling sensitive enterprise data
Data segregation and tenancy
Compliance and audit readiness

Monitoring & Observability

Tracking retrieval and generation metrics
Detecting drift in knowledge bases
Logging agent actions
Alerting and troubleshooting

Production Deployment Patterns

CI/CD for RAG pipelines
Environment separation (dev/test/prod)
Rollback and re-index strategies
Versioning prompts and indexes

Hands-on Exercises

Summary and Conclusion

Participants will receive course materials, slides, reference materials, exercises and access to resources for further learning.

Participants will be evaluated based on: Daily quizzes, mock questions and query resolution. Group Discussion and Case Study Discussion. Assessment will be through hands-on labs, quizzes, and hands-on exercises.

ProgNXT Certificate of Completion will be awarded to participants who complete the course and pass the evaluations.

Vertex AI RAG Agents Training Events in doha

Online Events

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More Upcoming Session Dates

November 2026

📍 Doha, Qatar

3rd Nov 2026→4th Nov 2026

🌐 Online Instructor-Led

8th Nov 2026→9th Nov 2026

📍 Doha, Qatar

22nd Nov 2026→23rd Nov 2026

🌐 Online Instructor-Led

26th Nov 2026→27th Nov 2026

December 2026

🌐 Online Instructor-Led

5th Dec 2026→6th Dec 2026

📍 Doha, Qatar

12th Dec 2026→13th Dec 2026

📍 Doha, Qatar

27th Dec 2026→28th Dec 2026

🌐 Online Instructor-Led

27th Dec 2026→28th Dec 2026

Events for other courses in Doha, Qatar

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Vertex AI RAG Agents Training in Doha