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MLOps Roadmap - Coggle Diagram
MLOps Roadmap
ML Fundamentals
Intermediate Machine Learning
and MLOps Foundations
Advanced MLOps
Infrastructure as Code (IaC)
Terraform
Terraform course
AWS CloudFormation
AWS CloudFormation tutorial
Scalable ML Deployment
Kubernetes
Kubernetes course
Monitoring and Governance in MLOps
Prometheus
Prometheus Fundamentals
Grafana
Grafana course
Security and CI/CD Enhancements
HashiCorp Vault
HashiCorp Vault Fundamentals
SonarQube
SonarQube tutorial
Continuous Integration /
Continuous Deployment
Ideal CI / CD pipeline
CI / CD Machine Learning
Containerization for
ML Applications
Docker
Docker course
Advanced Machine Learning
Model Optimization
Improving Deep Neural Networks
Deep Learning
Neural Networks and Deep Learning
Introduction to MLOps
Version Control (Git)
Git & GitHub course
MLOps Fundaments
MLOps Fundamentals
Introduction to Python
Python course
Foundations of Machine Learning
Machine Learning with Python
Data Preprocessing and
Feature Engineering
Data Preprocessing
Feature Engineering with Python
Model Training and Evaluation
Machine Learning with
Python and Scikit-Learn