MLOps Course Online | MLOps Training in Ameerpet
                     MLOps Online Training: Beginner 
to Advanced Learning Path
Build, Deploy, Monitor, and Scale Machine Learning 
Models in Production
www.visualpath.in +91 7032290546
INTRODUCTION TO MLOPS
 MLOps combines machine learning, DevOps, and data 
engineering practices to build reliable AI systems. It helps 
teams automate model development, deployment, 
monitoring, and maintenance.
 Organizations use MLOps to improve collaboration, 
reduce deployment time, ensure reproducibility, and keep 
models accurate in production. It enables scalable and 
secure AI solutions.
www.visualpath.in +91 7032290546
WHY LEARN MLOPS?
 High industry demand
 Automate ML workflows
 Improve deployment speed
 Enhance collaboration
 Work with cloud platforms
 Boost career growth
www.visualpath.in +91 7032290546
MACHINE LEARNING LIFECYCLE
 Data collection
 Data preparation
 Feature engineering
 Model training
 Deployment
 Monitoring & retraining
www.visualpath.in +91 7032290546
CORE COMPONENTS OF MLOPS
 Data versioning
 Experiment tracking
 CI/CD pipelines
 Model registry
 Monitoring
 Governance
www.visualpath.in +91 7032290546
MLOPS ARCHITECTURE
 Data sources
 Training pipeline
 Model registry
 Deployment layer
 Monitoring
 Feedback loop
www.visualpath.in +91 7032290546
POPULAR MLOPS TOOLS
 MLflow
 Kubeflow
 Docker
 Kubernetes
 DVC
 Apache Airflow
www.visualpath.in +91 7032290546
CI/CD IN MLOPS
 Version control
 Automated testing
 Continuous integration
 Continuous deployment
 Rollback strategy
 Pipeline automation
www.visualpath.in +91 7032290546
MODEL DEPLOYMENT & MONITORING
 Batch & real-time deployment
 API serving
 Performance monitoring
 Drift detection
 Alerts
 Retraining
www.visualpath.in +91 7032290546
REAL-WORLD MLOPS WORKFLOW
 Collect data
 Train model
 Validate
 Register
 Deploy
 Monitor & improve
www.visualpath.in +91 7032290546
MLOPS BEST PRACTICES
 Version everything
 Automate pipelines
 Monitor models
 Secure data
 Document processes
 Scale with Kubernetes
www.visualpath.in +91 7032290546
CAREER OPPORTUNITIES
 MLOps Engineer
 ML Engineer
 Data Scientist
 AI Engineer
 Cloud Engineer
 Certifications & continuous learning
www.visualpath.in +91 7032290546
CONCLUSION
 MLOps streamlines the complete machine learning 
lifecycle by automating model development, deployment, 
and monitoring. It helps organizations build reliable AI 
solutions while equipping professionals with the skills to 
deliver scalable, production-ready machine learning 
applications.
www.visualpath.in +91 7032290546
FOR MORE INFORMATION ABOUT
MLOps
Contact Us
Address:- Flat no: 205, 2nd Floor,
   Nilagiri Block, Aditya Enclave,  Ameerpet, Hyderabad-16
   Ph. No: +91-7032290546
  www.visualpath.in
    [email protected]
www.visualpath.in +91 7032290546
THANK YOU
For more  Information
www.visualpath.in +91 7032290546