The AI With AWS Online Training in Hyderabad - Visualpath Experts
Visualpath offers AI With AWS Online Training with certification. Hands-on AWS projects using cloud labs for practical learning. Live interactive sessions with 24/7 support and recordings. Global access from the USA, UK, Canada, Dubai & Australia. C
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Optimizing ML Model Performance on AWS Strategies for Scalability, Efficiency, and Cost-Effectiveness +91-7032290546 www.visualpath.in
Introduction Importance of ML model performance Common challenges (e.g., latency, cost, overfitting, scalability) Why AWS? (Scalability, managed services, integration) +91-7032290546 www.visualpath.in
Model Development Optimization Choose the right ML algorithm and framework (e.g., XGBoost, PyTorch, TensorFlow) Use Amazon SageMaker for rapid prototyping and training Optimize data preprocessing and feature engineering with AWS Glue or SageMaker Pipelines +91-7032290546 www.visualpath.in
Infrastructure Optimization Use appropriate instance types (CPU vs GPU vs Inferentia) Use Spot Instances and Managed Spot Training for cost reduction Leverage Auto Scaling and Elastic Inference for dynamic workloads +91-7032290546 www.visualpath.in
Model Training Optimization Use distributed training with SageMaker Distributed or Horovod Perform hyperparameter tuning using SageMaker Automatic Model Tuning Reduce data transfer times with Amazon FSx or Pipe mode input +91-7032290546 www.visualpath.in
Deployment Optimization Use SageMaker endpoints for real-time inference Batch Transform for offline predictions Multi-model endpoints for hosting multiple models on a single endpoint +91-7032290546 www.visualpath.in
Monitoring and Performance Tuning Use Amazon Cloud Watch and SageMaker Model Monitor to track performance Set up alerts and automated retraining pipelines Collect inference metrics and analyze latency, throughput, and errors +91-7032290546 www.visualpath.in
Cost Optimization Best Practices Use SageMaker Savings Plans or Serverless Inference Optimize storage with S3 Intelligent-Tiering Monitor and control costs with AWS Budgets and Cost Explorer +91-7032290546 www.visualpath.in
Summary and Next Steps Recap key optimization areas: development, training, deployment, monitoring Start with low-hanging optimizations (instance types, batch processing) Explore advanced features: AutoML, MLOps pipelines, custom containers Resources: AWS documentation, whitepapers, workshops +91-7032290546 www.visualpath.in
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