Koenig Original Guaranteed-to-Run

GenAI Workshop: Advanced LangChain RAG & LangGraph Agents

The Workshop on Generative Artificial Intelligence by Koenig Original equips data scientists, machine learning engineers, and AI developers with practical skills in large language models, prompt engineering, and retrieval-augmented generation (RAG). It solves the critical industry challenge of applying open-source generative AI models like LLaMA and Qwen in real-world applications, where 74% of enterprises are actively piloting generative AI solutions (Gartner, 2024). Through hands-on labs, participants master LangChain, fine-tuning, and evaluation using MLflow.

This course prepares learners for the GSDC Certified Generative AI Foundation certification. Koenig’s Guaranteed-to-Run scheduling ensures timely access to live, instructor-led training with official courseware. Graduates gain the expertise to lead AI-driven innovation, unlocking career advancement in high-demand roles across AI product development and data science.

30 Hours (3 Days)
Live Online / Classroom
0+ professionals trained

Training Formats & Pricing

1-on-1 USD 1,450
Dedicated instructor, your schedule Fastest
Public Batch USD 1,150
Group class, fixed schedule Most Popular
Self-Paced On Request
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Course Overview

The Workshop on Generative Artificial Intelligence by Koenig Original is a comprehensive training program designed for IT professionals, data scientists, and AI researchers aiming to master the transformative field of generative AI. Although it does not map to a single vendor certification exam, this course equips learners with skills aligned to emerging industry credentials in generative AI. It is particularly suited for roles such as Prompt Engineer, Generative AI Developer, and AI Specialist. With 77% of enterprises currently exploring or deploying generative AI solutions, demand for skilled professionals is surging across technology, finance, and healthcare sectors. The curriculum covers core concepts including generative adversarial networks (GANs), large language models (LLMs), and real-world applications such as text translation, image captioning, and code generation.

Participants gain hands-on experience with key technologies including LangChain, HuggingFace, MLflow, Retrieval-Augmented Generation (RAG), vector databases, and Transformers architecture within a secure, cloud-based lab environment. The course features over 30 guided labs where students build functional AI systems such as question-answering engines, conversational RAG applications, and fine-tuned LLMs using open-source models like Meta’s LLaMA and Alibaba’s Qwen. One major project involves developing a full-stack GenAI application with Gradio, integrating prompt engineering, embeddings, and guardrails before deploying via Docker and Kubernetes. These labs are conducted in an instructor-led cloud console with 30 days of post-training access, ensuring learners can reinforce skills in a real-world simulation environment.

By completing the Workshop on Generative Artificial Intelligence, professionals position themselves for career advancement in a domain where experts earn average salaries of $145,000 annually in North America. The training prepares candidates for recognition through emerging generative AI credentials and strengthens professional credibility with a verifiable completion certificate from Koenig Solutions. A key differentiator is Koenig’s Guaranteed-to-Run delivery model, ensuring every scheduled session proceeds regardless of enrollment, supported by expert instructors and optional 1-on-1 training. Graduates emerge equipped to lead AI innovation, ready to design, evaluate, and deploy generative AI systems that solve complex business challenges and drive digital transformation.

What You'll Learn

Configure Generative Artificial Intelligence architectures with Koenig Original's proven methodologies, enabling you to develop innovative AI solutions
Implement Large Language Models (LLMs) using open-source frameworks like GPT and BERT to enhance your AI capabilities
Design effective prompt engineering strategies with Meta's LLaMA to improve AI response accuracy and relevance
Build Retrieval-Augmented Generation (RAG) systems with LangChain to create smarter, context-aware AI applications
Fine-tune open-source LLMs such as Alibaba’s Qwen to customize AI models for specific business needs
Evaluate Generative AI models using MLflow to ensure optimal performance and reliability

Skills You'll Gain

Generative AI Large Language Models Prompt Engineering LangChain Framework Retrieval Augmented Generation Vector Databases HuggingFace Models LLM Fine-Tuning Transformer Architecture Multimodal AI AI Agents Gradio Interfaces GANs LLMOps Docker Containerization Kubernetes Deployment Model Guardrailing

Prerequisites

Recommended knowledge before taking this course
  • "prerequisites": [
  • "Fundamentals of Python programming, including data structures, functions, and object-oriented concepts, essential for mastering the Workshop on Generative Artificial Intelligence by Koenig Original",
  • "Basic understanding of machine learning algorithms and supervised/unsupervised learning techniques, crucial for engaging with generative AI models in the workshop",
  • "Experience using Python libraries like NumPy, Pandas, and Matplotlib for data manipulation and visualization, which accelerates your learning during the Workshop on Generative Artificial Intelligence",
  • "Knowledge of neural network fundamentals and popular deep learning frameworks such as TensorFlow or PyTorch, vital for understanding generative AI architectures in the workshop",
  • "Familiarity with API integration and RESTful services for model deployment, enabling you to implement and deploy generative AI solutions effectively after the workshop"
  • ]
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Certification Exam

Everything you need to know about the GenAI Workshop: Advanced LangChain RAG & LangGraph Agents certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
This is a practical workshop focused on skill acquisition rather than a vendor-certified exam; participants gain mastery through hands-on projects using models such as GPT-4, Claude, and Midjourney, with unlimited guidance provided during the session.
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GenAI Workshop: Advanced LangChain RAG & LangGraph Agents

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Generative AI Foundations
Generative AI Core Concepts Generative AI System Architecture Transformer Library Practical Applications Generative Adversarial Networks Overview Practical GAN Implementation Lab Transformer Model Technical Fundamentals Content Generation Business Use Cases Generative AI Ethical Frameworks
2
Day 2– Large Language Models Expertise
Large Language Model Architecture Categorizing Modern LLMs LLM-Powered Text Translation Summarization and Similarity Analysis Speech Recognition and Synthesis LLaMA, Qwen, and Falcon Analysis Computer Vision and Segmentation Visual Q&A and Classification
3
Day 3– Advanced Prompt Engineering Skills
Prompt Engineering Fundamentals High-Impact Prompting Techniques LLaMA-Based Text Prompting LLaMA-Based Image Prompting Automated Code Generation Prompts Prompt Accuracy Optimization Methods Advanced Multimodal Prompting Strategies Prompt Design Hands-on Workshop
4
Day 4– Building LLM Systems with LangChain
Retrieval-Augmented Generation Basics LangChain Framework Architecture Vector Stores and Embeddings Developing LLM Chains and Agents Chatbot Development Practical Lab Vector Retriever System Development RAG Application Building Workflow Conversational RAG System Integration
5
Day 5– Advanced LLM Evaluation and Tuning
RAG vs QA System Architectures LangChain Tabular Data QA SQL Integration for QA Systems Fine-Tuning LLaMA, Qwen, Gemma Model Quantization and Optimization MLflow Platform Introduction MLflow LLM Evaluation Metrics Hugging Face LLM Evaluation Lab

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

82%

of GenAI Workshop: Advanced LangChain RAG & LangGraph Agents certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the GenAI Workshop: Advanced LangChain RAG & LangGraph Agents certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Generative AI Engineer
  • AI Prompt Engineer
  • Generative AI Specialist
  • Machine Learning Engineer - Generative AI
  • AI Solutions Architect
  • Generative AI Consultant

Companies Hiring

5,000+
Microsoft Google OpenAI Meta Accenture Deloitte IBM Amazon NVIDIA Capgemini

and 5,000+ organizations worldwide seeking GenAI Workshop: Advanced LangChain RAG & LangGraph Agents certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
4.9 / 5
Average Rating
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Would Recommend
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    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

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    Business Intelligence Lead

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  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

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    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

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    James T.

    Head of L&D, UK Enterprise

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

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    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the GenAI Workshop: Advanced LangChain RAG & LangGraph Agents training course

Is the certification exam included in the Workshop on Generative Artificial Intelligence, and what is the exam fee?
The Workshop on Generative Artificial Intelligence by Koenig Original is a specialized training program focused on skill mastery rather than a formal certification exam. Consequently, there is no exam fee. You receive a verified Certificate of Completion upon finishing this course.
What training formats are available for the Workshop on Generative Artificial Intelligence, and is it Guaranteed-to-Run?
Koenig offers the Workshop on Generative Artificial Intelligence in live online 1-on-1, public instructor-led, and self-paced Flexi formats. All public batches are Guaranteed-to-Run (GTR), ensuring your training schedule is confirmed. You gain access to official courseware and expert-led hands-on labs.
How long is lab access provided, and what type of lab environment is used for the Workshop on Generative Artificial Intelligence?
You receive 30 days of post-training access to a secure, cloud-based lab for the Workshop on Generative Artificial Intelligence. This simulation platform lets you master LangChain, Retrieval-Augmented Generation (RAG), and LLM deployment through practical, real-world interactive exercises.
What is Koenig's rescheduling and cancellation policy for the Workshop on Generative Artificial Intelligence?
Reschedule the Workshop on Generative Artificial Intelligence for free with 7 days' notice; changes within 7 days incur a 50% fee. Cancellations made 10 days or less before training incur a 50% charge. Our 100% Happiness Guarantee ensures full refunds if requested before course completion.
What is the format, number of questions, passing score, and time limit for the Workshop on Generative Artificial Intelligence assessment?
The Workshop on Generative Artificial Intelligence replaces formal proctored exams with practical, hands-on lab assessments. There is no fixed question count, time limit, or passing score. Your proficiency is evaluated through project performance and lab completion, with immediate expert feedback provided.
How long is the certification valid, and what is the renewal process and cost for the Workshop on Generative Artificial Intelligence credential?
The Workshop on Generative Artificial Intelligence provides a Certificate of Completion that never expires. Because this is not a vendor-specific certification, there are no renewal fees or continuing education requirements. Your credential remains valid indefinitely as proof of your technical expertise.
What post-training support does Koenig provide after completing the Workshop on Generative Artificial Intelligence?
Koenig offers 90 days of post-training support for the Workshop on Generative Artificial Intelligence. This includes 6 hours of expert consultation, 6 months of access to recorded sessions, and ongoing lab practice. You also gain access to technical mentors for career guidance.
What are the prerequisites or prior experience needed for the Workshop on Generative Artificial Intelligence?
To succeed in the Workshop on Generative Artificial Intelligence, you need fundamental Python programming skills and basic machine learning knowledge. Familiarity with NumPy, Pandas, and neural network concepts is highly recommended to maximize your results during the intensive hands-on lab modules.
What is the average salary impact and career advancement potential after completing the Workshop on Generative Artificial Intelligence?
Graduates of the Workshop on Generative Artificial Intelligence report a 28% average salary increase. With roles ranging from $90,000 to $180,000, 82% of learners achieve career advancement within six months. This course prepares you for high-demand positions like AI Prompt Engineer.
How does the Workshop on Generative Artificial Intelligence compare to self-study options in terms of learning outcomes and time efficiency?
The Workshop on Generative Artificial Intelligence provides 40 hours of structured, expert-led training that outperforms self-study. By combining real-world projects with mentor access, you master LLMs, GANs, and LangChain in weeks rather than months, ensuring rapid, measurable career growth.
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