E-book details

Applied Machine Learning and High-Performance Computing on AWS. Accelerate the development of machine learning applications following architectural best practices

Applied Machine Learning and High-Performance Computing on AWS. Accelerate the development of machine learning applications following architectural best practices

Mani Khanuja, Farooq Sabir, Shreyas Subramanian, Trenton Potgieter

Ebook
Machine learning (ML) and high-performance computing (HPC) on AWS run compute-intensive workloads across industries and emerging applications. Its use cases can be linked to various verticals, such as computational fluid dynamics (CFD), genomics, and autonomous vehicles.
This book provides end-to-end guidance, starting with HPC concepts for storage and networking. It then progresses to working examples on how to process large datasets using SageMaker Studio and EMR. Next, you’ll learn how to build, train, and deploy large models using distributed training. Later chapters also guide you through deploying models to edge devices using SageMaker and IoT Greengrass, and performance optimization of ML models, for low latency use cases.
By the end of this book, you’ll be able to build, train, and deploy your own large-scale ML application, using HPC on AWS, following industry best practices and addressing the key pain points encountered in the application life cycle.
  • 1. High-Performance Computing Fundamentals
  • 2. Data Management and Transfer
  • 3. Compute and Networking
  • 4. Data Storage
  • 5. Data Analysis
  • 6. Distributed Training of Machine Learning Models
  • 7. Deploying Machine Learning Models at Scale
  • 8. Optimizing and Managing Machine Learning Models for Edge Deployment
  • 9. Performance Optimization for Real-Time Inference
  • 10. Data Visualization
  • 11. Computational Fluid Dynamics
  • 12. Genomics
  • 13. Autonomous Vehicles
  • 14. Numerical Optimization
  • Title: Applied Machine Learning and High-Performance Computing on AWS. Accelerate the development of machine learning applications following architectural best practices
  • Author: Mani Khanuja, Farooq Sabir, Shreyas Subramanian, Trenton Potgieter
  • Original title: Applied Machine Learning and High-Performance Computing on AWS. Accelerate the development of machine learning applications following architectural best practices
  • ISBN: 9781803244440, 9781803244440
  • Date of issue: 2022-12-30
  • Format: Ebook
  • Item ID: e_2t2m
  • Publisher: Packt Publishing