This course teaches Retrieval-Augmented Generation (RAG) end-to-end — an approach where a Large Language Model (LLM) dynamically retrieves relevant external data to generate contextually accurate responses rather than relying solely on its training set. Doing so enhances accuracy, relevance and traceability of AI outputs.

By the end of the program, participants will be able to:

Understand RAG architecture and workflows
Construct RAG pipelines from data sources to vector search
Deploy scalable RAG services
Evaluate and optimize performance metrics

We can organize this training at your preferred date and location. Contact Us!

Who Should Attend

This training is ideal for:

Data Scientists & ML Engineers
NLP Researchers
Backend / Platform Engineers
Product & Project Managers
AI Technology Enthusiasts

What You Will Learn

Graduates of this training will be able to:

Build and deploy RAG-powered AI applications
Enhance LLM outputs with external knowledge
Reduce hallucination risk
Optimize RAG performance and accuracy
Design robust, scalable solutions for modern AI systems

Training Outline

Introduction to RAG & Key Concepts

What is RAG — definition and motivations

Limitations of static LLMs

Retrieval + Generation pipeline

Information retrieval evolution and dense retrieval

RAG history and trends

Data Sources, Chunking & ETL

Structured and unstructured data sources

ETL with modern tools

Chunking strategies for RAG systems

Metadata enrichment

Embedding Design & Optimization

Choosing the right embedding models

Multilingual and domain-adapted embeddings

Quality optimization and fine-tuning

Embedding versioning

Pipeline & RAG Architecture

Folder hierarchy for RAG systems

Continuous Integration & Delivery (CI/CD)

Performance metrics and evaluation

Validation automation

Monitoring, Security & Compliance

Real-time observability

Data and model security best practices

Source citation and traceability

GDPR and AI compliance

Why Choose Us

Experience Retrieval-Augmented Generation (RAG) in Australia through Bilginç IT Academy's live and interactive virtual classroom environment, accessible from your home, office, or any location. Connect with expert trainers in real time and bring the energy of classroom learning into the digital experience.

Live Instructor-Led Sessions: Join scheduled training sessions with your instructor and fellow delegates in real time.
Interactive Learning Experience: Take part in discussions, practical exercises, group activities, and Q&A sessions throughout the course.
Expert Trainer Network: Learn from experienced trainers with strong industry backgrounds and practical field expertise.
Over 30 Years of Training Expertise: Benefit from Bilginç IT Academy's long-standing experience in delivering professional training since 1995.
Flexible and Scalable Delivery: Access live virtual classrooms from Australia and worldwide, with flexible planning options for individual and corporate training needs.

Experience Retrieval-Augmented Generation (RAG) in a focused classroom environment in Australia. Bilginç IT Academy's carefully selected training venues provide a professional setting where delegates can interact directly with expert trainers and peers.

Experienced Trainers: Learn from specialists with extensive field experience and real-world knowledge.
Professional Training Venues: Attend courses in comfortable, well-equipped classrooms designed to support effective learning.
Focused Classroom Experience: Benefit from limited class sizes that encourage discussion, interaction, and personalized support.
Quality-Driven Learning: Develop practical skills through structured, up-to-date, and professionally designed training content.

Meet your team's training needs with Bilginç IT Academy's onsite Retrieval-Augmented Generation (RAG) in Australia solution, delivered at your office or preferred location. Align your team's development with your business goals through a training experience tailored to your organization.

Tailored Course Content: Adapt the training program to your organization's projects, team structure, and specific business requirements.
Time and Cost Efficiency: Reduce travel, accommodation, and operational costs while maximizing the value of your training investment.
Team-Focused Learning: Help your employees develop around the same knowledge base and strengthen collaboration across your organization.
Simplified Planning and Tracking: Manage the training process, participant development, and organizational requirements with greater control.

Why have you chosen us?

I have attended a training from Bilginc IT Academy before and I was satisfied.

I have attended a training from a different provider and it was not helpful.

Other

How many employees do you have in your IT department?

0 – 50

50 – 250

250 – 1000

1000+

Retrieval-Augmented Generation (RAG) Training in Australia

Who Should Attend

What You Will Learn

Training Outline

Why Choose Us

Retrieval-Augmented Generation (RAG) Training Course in Australia Schedule

Retrieval-Augmented Generation (RAG) Training in Australia

Who Should Attend

What You Will Learn

Training Outline

Why Choose Us

Online Instructor-Led Training (VILT)

Classroom-Based Training

Onsite / In-House Training

Retrieval-Augmented Generation (RAG) Training Course in Australia Schedule