Book Image

Applied Machine Learning and High-Performance Computing on AWS

By : Mani Khanuja, Farooq Sabir, Shreyas Subramanian, Trenton Potgieter
Book Image

Applied Machine Learning and High-Performance Computing on AWS

By: Mani Khanuja, Farooq Sabir, Shreyas Subramanian, Trenton Potgieter

Overview of this book

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.
Table of Contents (20 chapters)
1
Part 1: Introducing High-Performance Computing
6
Part 2: Applied Modeling
13
Part 3: Driving Innovation Across Industries

Numerical Optimization

In our daily lives, while running errands and doing chores, the human mind is always carrying out some form of optimization. For example, the mind might be optimizing the route to take for single or multiple destinations that we need to visit. It can also be optimizing the cost of items that we need to buy on a trip to a grocery store, or, for example, budgeting our income and expenses on a weekly or monthly basis. Another example is to try to optimize the amount of sleep so that our mind is fresh the following day to work on our projects. In short, we are optimizing multiple tasks and schedules every single day without even knowing or thinking about it. Similarly, nature also optimizes its processes. For example, the Earth goes around the Sun in an optimal path to keep a balance between the various gravitational forces.

Optimization also plays a big role in the technology industry. Several large-scale optimization problems are being solved by small and large...