Coursera

Agentic AI Performance & Reliability Specialization

Coursera

Agentic AI Performance & Reliability Specialization

Build Reliable Production AI Systems.

Deploy, monitor, and optimize AI models with automated pipelines and real-time performance tracking.

LearningMate

Instructor: LearningMate

Access provided by Emerson Electric

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Build automated MLOps pipelines for deploying, monitoring, and retraining AI models in production environments

  • Implement real-time anomaly detection and performance monitoring systems with KPI dashboards and automated alerts.

  • Design feedback loops and reproducible workflows to ensure AI reliability and continuous improvement at scale.

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Taught in English
Recently updated!

December 2025

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Specialization - 8 course series

Partition & Monitor AI Models Effectively

Partition & Monitor AI Models Effectively

Course 1, 2 hours

What you'll learn

  • Partition data fairly, monitor models for drift using PSI/KL divergence, and build automated retraining pipelines for reliable, production-grade AI.

Skills you'll gain

Category: Model Training
Category: Probability & Statistics
Category: Artificial Intelligence
Category: Machine Learning
Category: Data Integrity
Category: MLOps (Machine Learning Operations)
Category: Artificial Intelligence and Machine Learning (AI/ML)
Automate, Evaluate and Deploy ML Models Confidently

Automate, Evaluate and Deploy ML Models Confidently

Course 2, 3 hours

What you'll learn

  • Evaluate model optimization trials, build automated CI/CD pipelines, and confidently deploy production-ready machine learning models.

Skills you'll gain

Category: MLOps (Machine Learning Operations)
Category: CI/CD
Category: Model Deployment
Category: Machine Learning Software
Category: Scalability
Category: Continuous Integration
Category: Continuous Delivery
Category: Continuous Deployment
Category: Performance Analysis
Category: Business Priorities
Category: Model Training
Category: Automation
Category: Performance Measurement
Category: DevOps
Category: Model Optimization
Category: YAML
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Model Evaluation
Category: Business Metrics
Detect AI Anomalies: Real-Time Outliers

Detect AI Anomalies: Real-Time Outliers

Course 3, 3 hours

What you'll learn

  • Implement real-time anomaly detection to find critical outliers and differentiate true system failures from benign data drift in AI systems.

Skills you'll gain

Category: Anomaly Detection
Category: MLOps (Machine Learning Operations)
Category: Threat Detection
Category: Statistical Methods
Category: Model Evaluation
Category: Real Time Data
Category: Trend Analysis
Category: Model Optimization
Category: Unsupervised Learning
Category: Statistical Hypothesis Testing
Category: Time Series Analysis and Forecasting
Category: System Monitoring
Category: Continuous Monitoring
Category: Statistical Analysis
Category: Event Monitoring
Automate, Analyze, and AI Feedback

Automate, Analyze, and AI Feedback

Course 4, 3 hours

What you'll learn

  • Design automated feedback loops to capture human insights, analyze model performance, and retrain AI to meet specific operational goals.

Skills you'll gain

Category: MLOps (Machine Learning Operations)
Category: Model Evaluation
Category: Performance Analysis
Category: Applied Machine Learning
Category: Decision Intelligence
Category: Business Metrics
Category: Sampling (Statistics)
Category: Performance Metric
Category: Predictive Analytics
Category: Human Machine Interfaces
Category: Model Training
Category: Analysis
Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Model Deployment
Category: Machine Learning
Category: Statistical Modeling
Category: Statistical Methods
Analyze Agent Performance: Build and Test

Analyze Agent Performance: Build and Test

Course 5, 2 hours

What you'll learn

  • Aggregate agent performance data and apply statistical A/B tests to objectively measure and validate improvements in AI systems.

Skills you'll gain

Category: Data Analysis
Category: Statistical Hypothesis Testing
Category: Data Transformation
Category: Statistical Analysis
Category: Correlation Analysis
Category: Generative AI Agents
Category: Statistical Inference
Category: Performance Metric
Category: Agentic systems
Category: Agentic Workflows
Category: LangChain
Category: Statistical Methods
Category: AI Orchestration
Category: Data-Driven Decision-Making
Category: Business Intelligence
Category: Key Performance Indicators (KPIs)
Category: CrewAI
Category: Event Monitoring
Category: Descriptive Analytics
Visualize and Alert AI Performance KPIs

Visualize and Alert AI Performance KPIs

Course 6, 2 hours

What you'll learn

  • Design dashboards and automated alerts, translating complex AI performance data into clear, actionable insights for stakeholders.

Skills you'll gain

Category: Data Storytelling
Category: Key Performance Indicators (KPIs)
Category: Data Visualization
Category: Performance Measurement
Category: Performance Reporting
Category: Dashboard
Category: Data Visualization Software
Category: Budget Management
Category: Performance Analysis
Category: Business Intelligence Software
Category: Cost Management
Category: Continuous Monitoring
Category: Data Presentation
Category: Business Intelligence
Category: Performance Metric
Category: Decision Making
Category: Dashboard Creation
Category: System Monitoring
Category: Cost Containment
Clean, Analyze, and Visualize Your Data

Clean, Analyze, and Visualize Your Data

Course 7, 2 hours

What you'll learn

  • Develop core data preparation and exploration skills for AI. Implement data validation and visualization to ensure high-quality data for models.

Skills you'll gain

Category: Data Wrangling
Category: Data Preprocessing
Category: Performance Tuning
Category: Data Visualization
Evaluate and Reproduce Data Findings Fast

Evaluate and Reproduce Data Findings Fast

Course 8, 3 hours

What you'll learn

  • Learners will apply statistical analysis for sampling and build reproducible data workflows using parameterization and data versioning.

Skills you'll gain

Category: Jupyter
Category: Data-Driven Decision-Making
Category: Maintainability
Category: Data Mining
Category: Analytical Skills
Category: Sampling (Statistics)
Category: Software Documentation
Category: Data Analysis
Category: Analytics
Category: Statistical Analysis
Category: Data Management
Category: Sample Size Determination
Category: Research and Design
Category: Data Science
Category: MLOps (Machine Learning Operations)
Category: Data Collection
Category: Data Strategy
Category: Version Control

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Instructor

LearningMate
275 Courses21,430 learners

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Coursera

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