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 live, interactive learning from the comfort of your home or office with Bilginç IT Academy's Online Instructor-Led Retrieval-Augmented Generation (RAG) Training in Kazakhstan. Engage directly with expert trainers in a virtual environment that mirrors the energy and schedule of a physical classroom.

Live Sessions: Join scheduled classes with a live instructor and other delegates in real-time.
Interactive Experience: Engage in group activities, hands-on labs, and direct Q&A sessions with your trainer and peers.
Global Expert Trainers: Learn from a handpicked global pool of expert trainers with deep industry experience.
Proven Expertise: Benefit from over 30 years of quality training experience, equipping you with lasting skills for success.
Scalable Delivery: Accessible worldwide, including Kazakhstan, with flexible scheduling to meet your professional needs.

Immerse yourself in our most sought-after learning style for Retrieval-Augmented Generation (RAG) Training in Kazakhstan. Our hand-picked classroom venues in Kazakhstan offer an invaluable human touch, providing a focused and interactive environment for professional growth.

Highly Experienced Trainers: Boost your skills with trainers boasting 10-20+ years of real-world experience.
State-of-the-Art Venues: Learn in high-standard facilities designed to ensure a comfortable and distraction-free experience.
Small Class Sizes: Our limited class sizes foster meaningful discussions and a personalized learning journey.
Best Value: Achieve your certification with high-quality training and competitive pricing.

Streamline your organization's training requirements with Bilginc IT Academy’s Onsite Retrieval-Augmented Generation (RAG) Training in Kazakhstan. Experience expert-led learning at your own business premises, tailored to your corporate goals.

Tailored Learning Experience: Customize the training content to fit your unique business projects or specific technical needs.
Maximize Training Budget: Eliminate travel and accommodation costs, focusing your entire budget on the training itself.
Team Building Opportunity: Enhance team bonding and collaboration through shared learning experiences in your workspace.
Progress Monitoring: Track and evaluate your employees' progression and performance with relative ease and direct oversight.

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 Kazakhstan

Who Should Attend

What You Will Learn

Training Outline

Why Choose Us

Online Instructor-Led Training (VILT)

Classroom Based Learning

Onsite / In-House Learning

Available Training Dates