ML operations and deployment
Learn MLOps for deploying, monitoring, and maintaining machine learning models in production. This comprehensive roadmap will guide you through mastering MLOps, covering fundamentals, advanced concepts, practical applications, and production-ready skills. You'll learn industry best practices, work with modern tools, and build real-world projects. MLOps is widely used in the industry and offers excellent career opportunities.
3-4 weeks
Essential fundamentals and syntax
Common operations and patterns
Development environment
Build your first project
4-6 weeks
Advanced concepts and techniques
Industry standards and patterns
Design patterns and solutions
Real-world applications
4-6 weeks
Optimization and performance
System design and architecture
Integration with other tools
Complex real-world projects
3-4 weeks
Testing strategies and tools
Deployment and CI/CD
Monitoring and debugging
Production best practices