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Technologies / Artificial Intelligence

RAG in Practice — From Chunking to Production Deployment

Practical training on Retrieval Augmented Generation. Covers RAG architecture, chunking strategies (recursive, semantic, agentic), embedding models, vector databases (Pinecone, Weaviate, Chroma), retrieval strategies (similarity, MMR, hybrid), prompt engineering for RAG, evaluation (RAGAS, faithfulness, relevancy), and production deployment.

Why choose this training?

Practical training on Retrieval Augmented Generation. Covers RAG architecture, chunking strategies (recursive, semantic, agentic), embedding models, vector databases (Pinecone, Weaviate, Chroma), retrieval strategies (similarity, MMR, hybrid), prompt engineering for RAG, evaluation (RAGAS, faithfulness, relevancy), and production deployment. This training combines theoretical knowledge with intensive hands-on exercises, enabling participants to immediately apply their skills in daily work. The program is designed and delivered by practitioners with real-world experience.

What you will learn

You will gain comprehensive knowledge and practical skills in rag in practice. The program covers all key aspects from foundational concepts through advanced techniques to real-world implementation patterns.

Through hands-on exercises and realistic scenarios, you will develop the ability to apply learned concepts in your organization. After completing the training, you will have actionable knowledge that translates directly into improved capabilities for your team and organization.

Benefits

  • Understand and apply rag in practice
  • Design and implement solutions based on best practices
  • Evaluate tools and approaches
  • Build implementation roadmap
  • Integrate with existing processes
  • Measure and optimize outcomes

Who is this training for?

IT professionals and engineers
Team leaders and architects
Business analysts and product owners
Managers planning AI/digital strategy
Consultants expanding expertise

Prerequisites

  • IT experience or domain expertise
  • Basic understanding of AI concepts is helpful
  • Willingness to learn and experiment

Training program

01

Module 1: Practical training on Retrieval Augmented Generation. Covers RAG archi

  • Overview and key concepts — Practical training on Retrieval Augmented Generati
  • Architecture and design decisions
  • Hands-on implementation — workshop
  • Configuration and optimization
  • Best practices and common pitfalls
  • Real-world case studies
02

Module 2: chunking strategies (recursive

  • Overview and key concepts — chunking strategies (recursive
  • Architecture and design decisions
  • Hands-on implementation — workshop
  • Configuration and optimization
  • Best practices and common pitfalls
  • Real-world case studies
03

Module 3: embedding models

  • Overview and key concepts — embedding models
  • Architecture and design decisions
  • Hands-on implementation — workshop
  • Configuration and optimization
  • Best practices and common pitfalls
  • Real-world case studies
04

Module 4: vector databases (Pinecone

  • Overview and key concepts — vector databases (Pinecone
  • Architecture and design decisions
  • Hands-on implementation — workshop
  • Configuration and optimization
  • Best practices and common pitfalls
  • Real-world case studies
05

Module 5: retrieval strategies (similarity

  • Overview and key concepts — retrieval strategies (similarity
  • Architecture and design decisions
  • Hands-on implementation — workshop
  • Configuration and optimization
  • Best practices and common pitfalls
  • Real-world case studies

Delivery Methods

Online

  • Convenience of participating from anywhere
  • Interactive live sessions with trainer
  • Materials available for 30 days
  • No travel costs

On-site

  • Direct contact with trainer and group
  • Intensive hands-on workshops
  • Networking with other participants
  • Full focus on learning

Frequently asked questions

Is this training suitable for my level?

This training is at intermediate. Check prerequisites above.

What practical exercises are included?

Hands-on exercises in prepared lab environment with realistic scenarios.

Will I receive a certificate?

Yes — EITT certificate of completion plus comprehensive materials.

Why choose EITT?

500+ experts, 2500+ trainings, 4.8/5 rating. Practitioners with real-world experience.

Klaudia Janecka
Klaudia Janecka Opiekun szkolenia

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Funding Options

Check funding options for your company

Up to 80%

Development Services Database

Up to 80% funding for SMEs from EU funds

Check availability
Up to 100%

National Training Fund

Up to 100% funding for employers

Learn more

Trusted by

We train teams at Poland's largest companies

ING Bank - EITT client
mBank - EITT client
PKO Bank Polski - EITT client
PZU - EITT client
Allianz - EITT client
T-Mobile - EITT client
KGHM - EITT client
PGE - EITT client
IKEA - EITT client
InPost - EITT client
Leroy Merlin - EITT client
ZUS - EITT client

Interested in this training?

Contact us - we'll prepare an offer tailored to your organization's needs.

500+ experts
2500+ trainings available
ISO 9001 quality certified
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