Solving numerical optimization problems like scheduling, routing, and allocation with Amazon SageMaker Processing

In this post, we discuss solving numerical optimization problems using the very flexible Amazon SageMaker Processing API. Optimization is the process of finding the minimum (or maximum) of a function that depends on some inputs, called design variables. This pattern is relevant to solving business-critical problems such as scheduling, routing, Read more…

Data processing options for AI/ML

Training an accurate machine learning (ML) model requires many different steps, but none are potentially more important than data processing. Examples of processing steps include converting data to the input format expected by the ML algorithm, rescaling and normalizing, cleaning and tokenizing text, and many more. However, data processing at Read more…

Architecture Monthly Magazine: Manufacturing

How is operational data being used to transform manufacturing? Steve Blackwell, AWS Worldwide Tech Leader for manufacturing, speaks about considerations for architecting for manufacturing, considerations for Industry 4.0 applications and data, and AWS for Industrial. We hope you’ll find this edition of Architecture Monthly useful. My team would like your Read more…