AIOps - Intelligent Operations
Master artificial intelligence and machine learning applications in IT operations. Learn to automate incident detection, root cause analysis, and predictive monitoring for enterprise systems.
₹20,000
10 weeks
Duration
Advanced
Level
Hands-on projects
Format
Portfolio assessment
Assessment
Course Modules
AIOps Fundamentals
20%AIOps architecture and principles
ML/AI in operations context
Data collection and integration
Event correlation and deduplication
Alert fatigue management
Noise reduction techniques
AIOps platforms overview
Machine Learning for Operations
25%Supervised and unsupervised learning basics
Anomaly detection algorithms
Time series forecasting
Classification and regression models
Feature engineering for ops data
Model training and evaluation
ML pipeline implementation
Incident Management & Automation
28%Intelligent incident detection
Root cause analysis automation
Topological dependency mapping
Service impact correlation
Auto-remediation workflows
ChatOps and automation integration
On-call automation and recommendations
Tools and Platforms
27%Datadog, New Relic, Splunk integrations
Dynatrace for full-stack monitoring
CloudWatch with ML capabilities
Prometheus with advanced analytics
Apache Spark for data processing
Python libraries for ML ops
Real-world platform implementations
Learning Path
Weeks 1-2
AIOps Fundamentals
Understanding AIOps principles, architecture, and data collection strategies
Weeks 3-4
ML Basics for Operations
Machine learning concepts applied to monitoring and observability data
Weeks 5-6
Anomaly Detection & Forecasting
Building models to detect anomalies and predict system behavior
Weeks 7-8
Incident Intelligence
Implementing intelligent incident detection and root cause analysis
Weeks 9-10
End-to-End AIOps Implementation
Building complete AIOps solutions with automation and remediation
Technologies Covered
DatadogNew RelicSplunkDynatraceAWS CloudWatchPrometheusGrafanaApache SparkTensorFlowscikit-learnPythonKafkaElasticsearchServiceNowPagerDutySlack
What You'll Gain
Master AI/ML in operations context
Build intelligent monitoring systems
Reduce mean time to detection (MTTD)
Automate incident response
Implement predictive analytics
Real-world AIOps projects
High-demand skillset
Command premium salaries in SRE/DevOps roles
Ready to Master AIOps?
Transform your operations with intelligent automation and machine learning.