DA670: RAG Framework Evaluation and Optimization
The DA670: RAG Framework Evaluation and Optimization course teaches developers to assess and refine Retrieval-Augmented Generation systems using MongoDB Atlas, addressing the critical industry challenge of inaccurate AI responses—with 73% of enterprises citing evaluation gaps in production GenAI applications. You’ll gain hands-on experience in embedding model selection, reranking, and query rewriting to boost retrieval accuracy and performance.
This MongoDB-authorized course prepares learners for the MongoDB Certified Developer Associate credential. Koenig’s 30-day lab access ensures mastery through real-world experimentation, empowering developers to deploy high-precision RAG applications confidently.
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Course Overview
The DA670: RAG Framework Evaluation and Optimization by MongoDb is an advanced, one-day virtual workshop designed for developers already working with MongoDB Atlas and seeking to master the evaluation and optimization of Retrieval-Augmented Generation systems. While not tied to a single certification exam, this course directly supports professionals preparing for the MongoDB Application Delivery Certification, particularly those in roles such as AI Developer, Machine Learning Engineer, and Data Scientist. With over 18,000 professionals already certified through MongoDB’s partner programs, the demand for skilled developers who can effectively tune and validate GenAI applications is rapidly growing across enterprise technology teams.
Participants in the DA670: RAG Framework Evaluation and Optimization course engage in hands-on labs using a suite of cutting-edge tools, including MongoDB Atlas, VoyageAI embedding models, Matryoshka embeddings, and the open-source RAGAS evaluation framework. Conducted via Zoom and the Instruqt lab environment, the course features practical exercises where students build and compare retrieval systems, configure vector search indexes, and evaluate performance using metrics like context precision and answer correctness. A key project involves ingesting embeddings into Atlas, comparing multiple models, and using MongoDB Charts to track performance over time, simulating real-world optimization workflows.
Completing the DA670: RAG Framework Evaluation and Optimization course prepares learners for MongoDB’s Application Delivery Certification, a credential recognized for validating expertise in deploying scalable, AI-powered applications. Professionals with these skills are highly sought after, with AI engineering roles commanding average salaries exceeding $150,000 in major tech markets. Koenig Solutions enhances this learning path with its Guaranteed-to-Run delivery and official MongoDB courseware, ensuring students gain hands-on experience with current tools. This training empowers developers to advance into senior AI roles, where they can lead the development of high-performance, production-grade RAG applications.
What You'll Learn
Prerequisites
- MDB100: MongoDB Database and Security
- MDB200: MongoDB Optimization and Performance
- MDB300: MongoDB Production Readiness
- DEV400: MongoDB Developer Extension
- Proficiency in Python or Node.js
- Understanding of cosine similarity and vector indexing in MongoDB Atlas
- Basic understanding of Large Language Models (LLMs) and prompt engineering principles
Certification Exam
Everything you need to know about the DA670 certification exam
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 DA670 certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the DA670 certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- RAG Engineer
- AI Application Developer
- GenAI Optimization Specialist
- Retrieval Systems Engineer
- LLM Evaluation Engineer
- Vector Search Architect
Companies Hiring
and 5,000+ organizations worldwide seeking DA670 certified professionals
Course Student Reviews
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“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
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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 -
★★★★★
“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 DA670 training course
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