Convolutional neural networks (CNNs) haveso far been the de-facto model for visualdata. Recent workhasshownthat(Vision)Transformer models (ViT)can achieve comparable or even superior performance on image classification tasks.

Imagine going to your local hardware store and seeing a new kind of hammer on the shelf. You've heard about this hammer: It pounds faster and more accurately than others, and in the last few years it's rendered many other hammers obsolete, at least for most uses. With a few tweaks -- an attachment here, a twist there -- the tool changes into a saw that can cut at least as fast and as accurately as any other option out there. In fact, some experts at the frontiers of tool development say this hammer might just herald the convergence of all tools into a single device. A similar story is playing out among the tools of artificial intelligence.

The artificial intelligence Maithra Raghu studies at Google Brain doesn't have a bedside manner. But she's betting it can still help restore a deeply human, disappearing aspect of modern medicine: personal connection. In a health care system flooded with paperwork and patient data, Raghu sees a natural place for neural networks, which analyze vast amounts of information to find patterns that escape the human eye and use them to churn out diagnoses or health care predictions. To her, the technology could prove to be a powerful tool for processing data that can spare providers more time to spend with patients one-on-one. "Machine learning isn't a magic tool here," said Raghu, a senior research scientist who was recently named a STAT Wunderkind.

The artificial intelligence Maithra Raghu studies at Google Brain doesn't have a bedside manner. But she's betting it can still help restore a deeply human, disappearing aspect of modern medicine: personal connection. In a health care system flooded with paperwork and patient data, Raghu sees a natural place for neural networks, which analyze vast amounts of information to find patterns that escape the human eye and use them to churn out diagnoses or health care predictions. To her, the technology could prove to be a powerful tool for processing data that can spare providers more time to spend with patients one-on-one. "Machine learning isn't a magic tool here," said Raghu, a senior research scientist who was recently named a STAT Wunderkind.

Steven Astorino, VP IBM Db2 LUW and Cognos, presents "Infuse AI into your Applications" with Db2, Business Analytics, and more. Create dashboards automatically with AI. Libby Ingrassia presents the 2020 Call for IBM Champions. Please join Al Martin, Data and AI Man Extraordinaire, as he discusses how profoundly Information Architecture provides the foundation to climb the ladder to AI, and what steps are available at every stage of your company's AI journey… CLICK TO REGISTER Top blogger Raghu Cherukuru, aka "Raghu on Tech", shares his best tips and tricks for analyzing and improving Db2 LUW database performance. CLICK TO REGISTER and learn more about Raghu!

RPA is becoming the new black for organisations and their digital transformation journey. The automation software for enterprises, RPA (Robotic Process Automation) allows configuration of computer software, or robot to emulate and integrate the actions of a human interacting within digital systems to execute a business process. The seven billion dollar valuation UiPath led by co-founder and CEO Daniel Dines - the world's first bot billionaire is making rapid strides in global RPA market. What will truly keep you ahead of the competition in terms of product features as RPA itself is a relatively new concept? Param Kahlon: The stability to take the platform to adopt it, to get it in production very quickly, learn it and have access to a lot of skills that are able to do RPA, has differentiated us. We are making a lot of progress in investments to continue leading the market.

The first episode of Millennial Banking Flix, a part of Aspire's Millennial Banking initiative, is a thought provoking video series to enlighten the curious minds in banking. Conversational UIs are a great way to simplify banking experiences. But can chatbot interactions come close to a human interaction? We have Raghu Raghavan, Global Marketing Director, Aspire Systems and Vishwas Anand, Head of Thought Leadership, Aspire Systems for a rendezvous to discuss the actual use of chatbot in banks. Watch this video to learn the state of chatbots adoption in banking amidst all the hype.