AWS Architecture Blog
Category: Technical How-to
Field Notes: How to Boost Your Search Results Using Relevance Tuning with Amazon Kendra
One challenge enterprises face when they implement an intelligent search solution for their large data sources, is the ability to quickly provide relevant search results. When working with large data sources, not all features or attributes within your data will be equally relevant to all your users. We want to prioritize identifying and boosting specific […]
Field Notes: Deploy and Visualize ROS Bag Data on AWS using rviz and Webviz for Autonomous Driving
In the automotive industry, ROS bag files are frequently used to capture drive data from test vehicles configured with cameras, LIDAR, GPS, and other input devices. The data for each device is stored as a topic in the ROS bag file. Developers and engineers need to visualize and inspect the contents of ROS bag files to identify […]
Field Notes: How to Scale OpenTravel Messaging Architecture with Amazon Kinesis Data Streams
The travel industry relies on OpenTravel messaging systems to collect and distribute travel data—like hotel inventory and pricing—to many independent ecommerce travel sites. These travel sites need immediate access to the most current hotel inventory and pricing data. This allows shoppers access to the available rooms at the right prices. Each time a room is […]
Field Notes: How to Back Up a Database with KMS Encryption Using AWS Backup
An AWS security best practice from The 5 Pillars of the AWS Well-Architected Framework is to ensure that data is protected both in transit and at rest. One option is to use SSL/TLS to encrypt data in transit, and use cryptographic keys to encrypt data at rest. To meet your organization’s disaster recovery goals, periodic snapshots of […]
Field Notes: Three Steps to Port Your Containerized Application to AWS Lambda
AWS Lambda support for container images allows porting containerized web applications to run in a serverless environment. This gives you automatic scaling, built-in high availability, and a pay-for-value billing model so you don’t pay for over-provisioned resources. If you are currently using containers, container image support for AWS Lambda means you can use these benefits […]
Field Notes: Building an automated scene detection pipeline for Autonomous Driving – ADAS Workflow
This Field Notes blog post in 2020 explains how to build an Autonomous Driving Data Lake using this Reference Architecture. Many organizations face the challenge of ingesting, transforming, labeling, and cataloging massive amounts of data to develop automated driving systems. In this re:Invent session, we explored an architecture to solve this problem using Amazon EMR, Amazon […]
Field Notes: Deploying Autonomous Driving and ADAS Workloads at Scale with Amazon Managed Workflows for Apache Airflow
Cloud Architects developing autonomous driving and ADAS workflows are challenged by loosely distributed process steps along the tool chain in hybrid environments. This is accelerated by the need to create a holistic view of all running pipelines and jobs. Common challenges include: finding and getting access to the data sources specific to your use case, […]
Field Notes: Building an Automated Image Processing and Model Training Pipeline for Autonomous Driving
In this blog post, we demonstrate how to build an automated and scalable data pipeline for autonomous driving. This solution was built with the goal of accelerating the process of analyzing recorded footage and training a model to improve the experience of autonomous driving. We will demonstrate the extraction of images from ROS bag file […]
Field Notes: Deliver Messages Using an IoT Rule Action to Amazon Managed Streaming for Apache Kafka
With IoT devices scaling up rapidly, real-time data integration and data processing has become a major challenge. This is why customers often choose Message Queuing Telemetry Transport (MQTT) for message ingestion, and Apache Kafka to build a real-time streaming data pipeline. AWS IoT Core now supports a new IoT rule action to deliver messages from […]
Field Notes: Building a Scalable Real-Time Newsfeed Watchlist Using Amazon Comprehend
One of the challenges businesses have is to constantly monitor information via media outlets and be alerted when a key interest is picked up, such as individual, product, or company information. One way to do this is to scan media and news feeds against a company watchlist. The list may contain personal names, organizations or […]