Data & AI Engineer
Build reliable data platforms and production AI workflows with modern tooling.
Roadmap Overview
Develop expertise in data engineering, machine learning operations, and AI solution deployment.
Key Skills You'll Master
Total Phases
4 structured learning phases
From data fundamentals phase to mlops & production phase
Phase 1: Data Fundamentals Phase
Master core data concepts and SQL programming.
Learning Modules
- SQL Fundamentals
- Data Modeling
- ETL/ELT Concepts
- Data Warehousing
- Basic Statistics
- Python for Data Analysis
Target Certifications
Google Data Analytics Professional Certificate
BeginnerPhase 2: Data Engineering Phase
Build scalable data pipelines and processing systems.
Learning Modules
- Apache Spark
- Data Lake Architecture
- Stream Processing
- Data Quality and Governance
- Performance Optimization
- Real-time Analytics
Target Certifications
AWS Certified Data Analytics - Specialty
AdvancedMicrosoft Certified: Azure Data Engineer Associate
IntermediateGoogle Cloud Professional Data Engineer
AdvancedPhase 3: Machine Learning Phase
Learn ML algorithms and model development.
Learning Modules
- Supervised Learning
- Unsupervised Learning
- Deep Learning
- Natural Language Processing
- Computer Vision
- Model Evaluation
Target Certifications
AWS Certified Machine Learning - Specialty
AdvancedMicrosoft Certified: Azure AI Engineer Associate
IntermediateTensorFlow Developer Certificate
IntermediatePhase 4: MLOps & Production Phase
Deploy and manage ML models in production environments.
Learning Modules
- Model Deployment
- CI/CD for ML
- Model Monitoring
- A/B Testing
- AI Ethics and Bias
- Production Scaling
Target Certifications
Microsoft Certified: Azure Machine Learning Specialist
AdvancedAvailable Certification Courses
AWS Certified Developer
IntermediateBuild, deploy, and debug serverless and containerized workloads on AWS.
Microsoft Certified: Azure Developer Associate
IntermediateDesign, build, and monitor secure applications on Azure services.
Microsoft Certified: Power Platform Developer
IntermediateAutomate workflows, build low-code apps, and integrate data services.
AWS Certified Security - Specialty
AdvancedSecure cloud architectures, encryption, and incident response on AWS.
Microsoft Certified: Security Operations Analyst Associate
IntermediateThreat detection, Microsoft Sentinel, and response automation.
Microsoft Certified: Azure Data Scientist Associate
AdvancedModel training, MLOps, and responsible AI on Azure Machine Learning.
AWS Certified Machine Learning – Specialty
AdvancedEnd-to-end ML workflows, SageMaker, and production deployments.
TensorFlow Developer Certificate
IntermediateDeep learning with TensorFlow, model optimization, and deployment.
AWS Certified Solutions Architect
IntermediateDesign highly available, cost-optimized solutions on AWS.
AWS Certified DevOps Engineer
AdvancedCI/CD, observability, and automation across AWS workloads.
Microsoft Certified: Azure Solutions Architect Expert
AdvancedSecure, scalable architectures and governance on Azure.
Google Cloud Professional Cloud Architect
AdvancedDesign resilient architectures and manage operations on GCP.
AWS Certified Advanced Networking - Specialty
AdvancedHybrid connectivity, security, and performance on AWS.
Microsoft Certified: Azure Network Engineer Associate
IntermediateDesign and secure Azure networks with automation and monitoring.
Ready to Start Your Journey?
Begin with our recommended entry-level certifications and work your way up to expert level.