Category: News

What do you see when you look at this picture? You might simply see an animal. Maybe you see a pet, a dog, or a Golden Retriever. The association between the image and these labels is not hard-wired in to your brain. Instead, you learned the labels after seeing hundreds or thousands of examples. Operating […]

While computers that talk are great, computers that listen and respond are even better! If you have used an Amazon Echo, you know how simple, useful, and powerful the Alexa-powered interaction model can be. Today we are making the same deep learning technologies (ASR – Automatic Speech Recognition NLU – Natural Language Understanding) that power […]

The amount of data that we all have to deal with grows every day (I still keep a floppy disk or two around in order to remind myself that 1.44 MB once seemed like a lot of storage). These days, many people routinely process and query data in structured or semi-structured files at petabyte scale. […]

Have you ever had to decide between a general purpose tool and one built for a very specific purpose? The general purpose tools can be used to solve many different problems, but may not be the best choice for any particular one. Purpose-built tools excel at one task, but you may need to do that […]

I have written about the benefits of GPU-based computing in the past, most recently as part of the launch of the P2 instances with up to 16 GPUs. As I have noted in the past, GPUs offer incredible power and scale, along with the potential to simultaneously decrease your time-to-results and your overall compute costs. […]

Some people like to assemble complex systems (houses, computers, or furniture) from parts. They relish the planning process, carefully researching each part and selecting those that give them the desired balance of power and flexibility. With planning out of the way, they enjoy the process of assembling the parts into a finished unit. Other people […]

Earlier today, AWS CEO Andy Jassy announced the next wave of updates to the EC2 instance roadmap. We are making updates to our high I/O, compute-optimized, memory-optimized instances, expanding the range of burstable instances, and expanding into new areas of hardware acceleration including FPGA-based computing. This blog post summarizes today’s announcements and links to a […]

In-memory processing is a huge deal. With workloads growing larger by the day and CPUs gaining power with every successive generation, the ability to fit entire datasets into memory is becoming a prerequisite for high-quality Business Intelligence, analytics, data mining, and other real-time workloads that are sensitive to latency. Distributed caching and batch processing workloads […]