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MLOps Roadmap Roadmap | SlaveCode
MLOps Roadmap
Step by step guide to learn MLOps in 2026
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Roadmap
Vedios and Other Resources
Projects
AI Tutor
MLOps
Shout out to Maria Vechtomova who helped
make this roadmap.
Visit the following roadmaps to keep learning
LinkedIn Profile
DevOps Roadmap
Python
DevOps
Machine Learning
Git & GitHub
Machine Learning
Inference Eng.
Related Roadmaps
DevOps
Backend
Machine Learning
Python
Shell/Bash
Inference Engineering
Programming Basics
Python
Go
Bash
Version Control Systems
Git
GitHub
ML Fundamentals
Data Engineering Basics
Data Pipelines
Data Lakes & Warehouses
Data Ingestion Arch.
Airflow
Spark
Kafka
Flink
MLOps Principles
MLOps Components
Version Control
CI/CD
Orchestration
Experiment Tracking
Data Lineage
Model Training & Serving
Monitoring & Observability
Infrastructure as Code
What is MLOps?
SQL
DVC
Terraform
Ansible
KubeFlow
Orchestration
Monitoring & Observability
Prometheus
Grafana
TensorFlow
Scikit-learn
PyTorch
MLFlow
CI/CD
Jenkins
GItLab
Deep Learning
Machine Learning
Maths & Statistics
Model Evaluation
Edge AI
Jetson
TFLite
PyTorch Mobile
Explainable AI
LIME
SHAP
GitHub Actions
CML
Cloud Computing
AWS / Azure / GCP
Cloud-native ML Services
Containerization
Docker
Kubernetes