Data Monitoring using AI
Data Monitoring using AI by Microsoft equips data engineers and analytics professionals with skills to monitor and optimize analytics solutions in Microsoft Fabric, solving the critical challenge of maintaining data pipeline reliability and performance. With over 10,000 organizations adopting Microsoft Fabric, this course enables professionals to proactively identify and resolve errors in data ingestion, transformation, and orchestration workflows.
This course prepares learners for the Microsoft Certified: Fabric Data Engineer Associate certification, with Koenig Solutions offering official vendor-authorized courseware and 30-day lab access. Mastering these skills empowers data professionals to lead enterprise analytics initiatives and advance into senior cloud data engineering roles.
Training Formats & Pricing
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Microsoft Data Monitoring using AI course is designed for AI Engineers, MLOps Engineers, and Cloud Data Scientists seeking expertise in operationalizing machine learning and generative AI solutions on Azure. This training aligns with the Microsoft Certified: Machine Learning Operations Engineer Associate certification, assessed through Exam AI-300. Professionals in this domain are in high demand, with 73% of enterprises now adopting AI operations frameworks to scale intelligent systems. The curriculum equips learners with the skills to design, deploy, and monitor AI models while implementing robust observability and governance, ensuring reliability and compliance in production environments.
Students engage with core Microsoft technologies including Azure Machine Learning, Microsoft Foundry, GitHub Actions, Bicep, Azure CLI, and MLflow within the Azure Portal lab environment. Hands-on labs focus on real-world implementation, such as building an end-to-end monitoring pipeline that detects data drift, logs model performance metrics, and triggers retraining workflows. Learners configure observability for generative AI agents, implement infrastructure as code using Bicep templates, and set up automated evaluation frameworks to track groundedness and relevance. A key project involves deploying a retrieval-augmented generation (RAG) system and optimizing its performance through A/B testing and semantic search tuning.
This course prepares candidates for the Microsoft Certified: Machine Learning Operations Engineer Associate credential, recognized for validating critical AI operations skills in the industry. Certified professionals report average annual salaries ranging from $110,000 to $150,000, reflecting the premium for AI monitoring and operational expertise. Koenig Solutions enhances preparation with Guaranteed-to-Run scheduling, official Microsoft courseware, and access to expert instructors for 1-on-1 mentoring. Upon completion, learners are positioned to lead AI model lifecycle management, ensuring high-performing, transparent, and continuously optimized AI systems in enterprise environments.
What You'll Learn
Prerequisites
- Completion of AZ-900 Microsoft Azure Fundamentals or equivalent knowledge of Azure cloud services
- Proficiency in writing Kusto Query Language (KQL) queries for log analysis
- 6 months of experience managing Azure resources and monitoring solutions
- Understanding of AI-driven anomaly detection principles within Azure Monitor
- Experience with Azure Monitor and Log Analytics workspaces
- Foundational knowledge of data ingestion and telemetry processing in cloud environments
Certification Exam
Everything you need to know about the Data Monitoring using AI certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Master Data Monitoring using AI
2
Day 2– Advanced Observability and Telemetry
3
Day 3– AI Evaluation Frameworks
4
Day 4– Performance and Cost Optimization
5
Day 5– Incident Management and Debugging
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 Data Monitoring using AI certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the Data Monitoring using AI certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- Machine Learning Operations Engineer
- AI Operations Engineer
- MLOps Engineer
- GenAIOps Engineer
- AI Infrastructure Specialist
- AI Monitoring and Observability Engineer
Companies Hiring
and 5,000+ organizations worldwide seeking Data Monitoring using AI 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 -
★★★★★
“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 -
★★★★★
“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 Data Monitoring using AI training course
Is the certification exam included in the Data Monitoring using AI course by Microsoft, and what is the exam fee if separate?
What delivery modes does Koenig offer for the Data Monitoring using AI course by Microsoft, including Guaranteed-to-Run scheduling?
How long is lab access provided for the Data Monitoring using AI course by Microsoft, and what environment is used?
What is Koenig's rescheduling policy for the Data Monitoring using AI course by Microsoft, including any fees?
What is the exam format and difficulty for the Data Monitoring using AI certification by Microsoft, including questions, types, passing score, and time limit?
How long is the Data Monitoring using AI certification by Microsoft valid, and what is the renewal process and cost?
What post-training support does Koenig provide after completing the Data Monitoring using AI course by Microsoft?
What prerequisites or experience are needed for the Data Monitoring using AI course by Microsoft?
What salary or career impact does the Data Monitoring using AI certification by Microsoft offer with real figures?
How does the Data Monitoring using AI course by Microsoft compare with self-study in terms of outcomes?
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