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Optimal transport (OT) theory focuses, among all maps that can morph a probability measure onto another, on those that are the “thriftiest”, i.e. such that the averaged cost between and its image be as small as possible. Many computational approaches have been proposed to estimate such Monge maps when is the distance, e.g., using entropic …
(An English-language version of this post can be read here.) Inteligencia Artificial: Más que una moda Los proveedores de Software que venden productos basados en IA defectuosa y los expertos en ética distraídos por sus abstracciones alejadas de la realidad deberían plantearse una pregunta básica: ¿Están enfrentándose a problemas del mundo real o se están deleitando con …
Avneesh Saluja, Andy Yao, Hossein Taghavi Introduction When watching a movie or an episode of a TV show, we experience a cohesive narrative that unfolds before us, often without giving much thought to the underlying structure that makes it all possible. However, movies and episodes are not atomic units, but rather composed of smaller elements such …
According to Warranty Week, claims totaling 46 billion USD were paid by the global automotive Original Equipment Manufacturers in 2021. 54 billion USD in accruals have been made. This means that based on experience, roughly $630 per vehicle sold is held back for upcoming warranty issues. The challenge to avoid or reduce warranty claims and …
Read more “Re-invent your warranty process with a digital twin”
Machine learning (ML) engineers have traditionally focused on striking a balance between model training and deployment cost vs. performance. Increasingly, sustainability (energy efficiency) is becoming an additional objective for customers. This is important because training ML models and then using the trained models to make predictions (inference) can be highly energy-intensive tasks. In addition, more …
Generative AI will “supercharge” creators across industries and content types, NVIDIA founder and CEO Jensen Huang said today at the Cannes Lions Festival, on the French Riviera. “For the very first time, the creative process can be amplified in content generation, and the content generation could be in any modality — it could be text, …
Read more “NVIDIA CEO: Creators Will Be “Supercharged” by Generative AI”
From the decades before the turn of the century until the global pandemic, great economic growth spread across the world, driving historic demand in commodities and consumer goods. But this economic growth, coupled with stringent labor laws, drove up labor costs. By sourcing materials and labor from countries with lower labor and manufacturing costs, businesses …
Read more “Reshoring: The risks of swinging the pendulum too far”
Amazon SageMaker Studio is a web-based integrated development environment (IDE) for machine learning (ML) that lets you build, train, debug, deploy, and monitor your ML models. For provisioning Studio in your AWS account and Region, you first need to create an Amazon SageMaker domain—a construct that encapsulates your ML environment. More concretely, a SageMaker domain …
Read more “Onboard users to Amazon SageMaker Studio with Active Directory group-specific IAM roles”
Posted by Shaina Mehta, Program Manager, Google This week marks the beginning of the premier annual Computer Vision and Pattern Recognition conference (CVPR 2023), held in-person in Vancouver, BC (with additional virtual content). As a leader in computer vision research and a Platinum Sponsor, Google Research will have a strong presence across CVPR 2023 with …
Interfaces for machine learning (ML), information and visualizations about models or data, can help practitioners build robust and responsible ML systems. Despite their benefits, recent studies of ML teams and our interviews with practitioners (n=9) showed that ML interfaces have limited adoption in practice. While existing ML interfaces are effective for specific tasks, they are …
Read more “Symphony: Composing Interactive Interfaces for Machine Learning”