AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance
AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance by Koenig Original equips AI engineers and quality assurance specialists with systematic methods to test, benchmark, and assure LLM quality, solving the pain point of unpredictable outputs, bias, and non-determinism in production systems. With over 10,000 professionals upskilled in AI/ML by the vendor, it meets surging demand for reliable AI.
This Koenig Original course prepares learners for the AI & LLM Evaluation Certification through Guaranteed-to-Run dates and hands-on labs, enabling career advancement into senior AI quality assurance roles.
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Course Overview
The Koenig Original course AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance is designed for AI developers, MLOps engineers, and quality assurance professionals tasked with deploying reliable large language models in production environments. With 85% of AI models failing to transition successfully from development to production, this course addresses a critical industry challenge by equipping learners with systematic evaluation techniques, LLM-as-a-judge metrics, and automated validation workflows. Participants gain targeted preparation for real-world deployment scenarios, mastering the tools and methodologies needed to ensure model performance, safety, and consistency—skills in high demand as enterprises accelerate their generative AI initiatives.
This hands-on training immerses students in key technologies including MLflow, Giskard, Trubrics, Jupyter Notebooks, and Python-based evaluation frameworks within a cloud-based lab environment. Learners configure automated evaluation pipelines using MLflow’s Tracking URI and Model Registry, implement the MLflow Evaluate API for auditing model outputs, and integrate third-party tools for robust validation. A core project involves building a comprehensive evaluation suite for a Retrieval-Augmented Generation (RAG) system, where students assess retrieval relevance, groundedness, and response correctness—mirroring real-world AI quality assurance workflows. Through guided labs, attendees gain practical experience in prompt engineering optimization, bias detection, and deploying MLflow servers for enterprise-grade LLM management.
Graduates of the AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance course are equipped with in-demand skills that align with industry best practices and prepare them for advanced roles in AI engineering and MLOps. With AI adoption surging across sectors, professionals with expertise in LLM validation command competitive salaries, with AI engineers earning median compensation of $145,000 in North America. Koenig Original differentiates this offering with 1-on-1 instructor support, Guaranteed-to-Run scheduling, and 30-day lab access, ensuring mastery of practical skills. Upon completion, learners are positioned to lead AI quality initiatives, reduce model failure rates, and drive successful deployment of trustworthy generative AI systems in enterprise environments.
What You'll Learn
Skills You'll Gain
Prerequisites
- Proficiency in Python programming for data handling and API integration is essential. This foundation helps you effectively test and benchmark AI & LLM models in the Koenig Original course on AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance.
- A solid understanding of machine learning metrics like accuracy, precision, recall, and F1 score is crucial. These concepts are vital for evaluating AI & LLM performance, as emphasized in the Koenig Original course on AI & LLM Evaluation.
- Experience with Hugging Face Transformers library for loading and testing pre-trained language models is recommended. This skill accelerates your ability to assess AI & LLMs effectively in the Koenig Original training program.
- Knowledge of natural language processing (NLP) tasks such as text classification, named entity recognition, and question answering is important. These NLP tasks form the core of AI & LLM evaluation, as covered in the Koenig Original course.
- Hands-on experience with Jupyter Notebooks or similar interactive environments enhances your practical skills. This familiarity supports your success in AI & LLM testing and benchmarking in the Koenig Original program.
- Basic skills in command-line interfaces and Git for version control are necessary. These tools streamline your workflow when conducting AI & LLM quality assurance, as taught in the Koenig Original course.
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Career Outcomes
of AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- AI Quality Assurance Engineer
- LLM Evaluation Specialist
- AI Testing and Benchmarking Engineer
- Generative AI QA Analyst
- AI Model Validation Lead
Companies Hiring
and 5,000+ organizations worldwide seeking AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance certified professionals
Course Student Reviews
Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.
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★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
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“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
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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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
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.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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.”
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.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
Frequently Asked Questions
Everything you need to know about the AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance training course
Is the certification exam included in the AI & LLM Evaluation: Testing, Benchmarking & Quality Assurance course fee, and what is the exam cost if separate?
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