MLOps Training - MLOps Training in India
                     2026 MLOPS 
SKILLS EVERY 
ENGINEER MUST 
LEARN
WHY MLOPS MATTERS IN 
●AI adoption 2is0 e2x6panding across 
industries
●Manual workflows aren’t 
scalable anymore
●MLOps enables automation and 
faster deployment
●Essential for production-level AI 
solutions
Skill #1: Model Lifecycle 
Automation
●Automating training, validation & 
deployment
●CI/CD/CT pipelines for ML 
workflows
●Experiment tracking and 
reproducibility
●Tools: MLflow, Kubeflow, Airflow
Skill #2: Data Engineering & 
● Feature PipelinesBuild streaming & batch data 
pipelines
●Feature stores improve 
consistency
●Knowledge of ETL/ELT 
essential
●Tools: Feast, Databricks, 
Kafka
Skill #3: Deployment & 
●DeploCyo nmtaoidneelrsiz uatsiionng 
Docker & Kubernetes
●Real-time & batch 
inference support
●Cloud, edge & hybrid ML 
serving
●Tools: KServe, Seldon, 
BentoML
Skill #4: Monitoring & 
● ObservabilityMonitor drift, latency & 
performance
●Automated retraining 
triggers
●Production metrics 
visualization
●Tools: Prometheus, 
Grafana, Evidently AI
Skill #5: Security & Responsible AI
●Manage access control & 
data privacy
●Bias detection and 
fairness checks
●Audit trails for compliance
●Tools: Purview, OPA, 
AICert
Conclusion & Next Steps
●MLOps is a core skill for AI 
professionals
●Automated, scalable pipelines 
are the future
●Hands-on practice is essential 
to master skills
●Build real-world MLOps 
workflows in 2026
Contact Us
Flat no: 205, 2nd Floor, 
NILGIRI Block, Aditya Enclave, 
Ameerpet, Hyderabad-16
Mobile No: +91 7032290546
[email protected]
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