MLOps Roadmap

Step by step guide to becoming an Android developer.

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1Programming Fundamentals

Python
Go
Bash

2Version Control Systems

Git
GitHub

3Cloud Computing

AWS / Azure / GCP
Cloud-native ML Services

4Containerization

Docker
Kubernetes

5Machine Learning Fundamentals

ML Fundamentals

6Data Engineering Fundamentals

Data Pipelines
Data Lakes & Warehouses
Data Ingestion Architecture

7Tools & Frameworks

Airflow
Spark
Kafka
Flink

8MLOps Principles & Components

Version Control
CI/CD Orchestration
Experiment Tracking & Model Registry
Data Lineage & Feature Stores
Model Training & Serving
Monitoring & Observability

9Infrastructure as Code

IaC (Terraform, CloudFormation)

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DevOps

AI and Data Scientist

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