Production-Scale Machine Learning Solution

• Machine Learning Engineers
• Data Scientists moving ML models to production
• AI Platform Engineers
• Cloud Engineers supporting ML workloads

• AWS Certified Machine Learning Engineer – Associate
• AWS Certified Machine Learning – Specialty

• Practical Data Science with Amazon SageMaker  
• Machine Learning Engineering on AWS 
• MLOps Engineering on AWS 

• Build and operationalize end-to-end ML pipelines on AWS
• Train, deploy, and scale ML models securely
• Implement MLOps for monitoring and continuous improvement

Improves predictive accuracy and operational efficiency by enabling reliable, scalable, and production-ready machine learning solutions on AWS.