The AI With AWS Online Training in Hyderabad - Visualpath Experts

1. Strategies for Scalability, Efficiency, and Cost-Effectiveness Optimizing ML Model Performance on AWS +91-7032290546 www.visualpath.in

2. 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

3. 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

4. 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

5. 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

6. 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

7. 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

8. 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

9. 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

10. For More Information About Address:- Flat no: 205, 2nd Floor, Nilagiri Block, Aditya Enclave, Ameerpet, Hyderabad-16 Ph. No: +91-998997107 Visit: www.visualpath.in E-Mail: online@visualpath.in +91-7032290546 www.visualpath.in

11. Thank You • Visit: www.visualpath.in +91-7032290546 www.visualpath.in