To build machine learning models, machine learning engineers need to develop a data transformation pipeline to prepare the data. The process of designing this pipeline is time-consuming and requires a cross-team collaboration between machine learning engineers, data engineers, and data scientists to implement the data preparation pipeline into a production environment. The main objective of […]

Data fuels machine learning. In machine learning, data preparation is the process of transforming raw data into a format that is suitable for further processing and analysis. The common process for data preparation starts with collecting data, then cleaning it, labeling it, and finally validating and visualizing it. Getting the data right with high quality […]

Gathering insights from data is a more effective process if that data isn’t fragmented across multiple systems and data stores, whether on premises or in the cloud. Amazon AppFlow provides bidirectional data integration between on-premises systems and applications, SaaS applications, and AWS services. It helps customers break down data silos using a low- or no-code, […]

This year, I’ve spent a lot of time on the road, meeting with customers and capturing their stories for Now Go Build. Today, we’re releasing one of my favorite episodes, which features Veo, a sports technology startup based in Denmark. And while I could spend an entire post on their history or their tech stack, […]

As companies increasingly adopt machine learning (ML) for their business applications, they are looking for ways to improve governance of their ML projects with simplified access control and enhanced visibility across the ML lifecycle. A common challenge in that effort is managing the right set of user permissions across different groups and ML activities. For […]

Back in 1980, at my second professional programming job, I was working on a project that analyzed driver’s license data from a bunch of US states. At that time data of that type was generally stored in fixed-length records, with values carefully (or not) encoded into each field. Although we were given schemas for the […]

Today, we announced the preview of AWS Verified Access, a new secure connectivity service that allows enterprises to enable local or remote secure access for their corporate applications without requiring a VPN. Traditionally, remote access to applications when on the road or working from home is granted by a VPN. Once the remote workforce is […]

Our customers tell me that they love AWS Lambda for many reasons. On the development side they appreciate the simple programming model and ease with which their functions can make use of other AWS services. On the operations side they benefit from the ability to build powerful applications that can respond quickly to changing usage […]

In 2021, the market for software asset management (SAM) was worth $2 billion, but what really is this practice having such a whopping market worth? Should you invest in it? By the end of this article, you’ll have a clear understanding of whether or not you must invest in it. SAM is a practice of […]

AWS VP and Chief Evangelist Jeff Barr, plus a select group of AWS Developer Advocate colleagues, have personally chosen their picks for some of the most impactful and exciting product and service launches to debut at AWS re:Invent 2022. From now through Dec. 1, we’ll update this page daily with links to their AWS News […]