Amazon has announced an integration between Amazon SageMaker, a fully managed machine learning (ML) service, and Amazon DataZone, a data management service. This integration is planned to facilitate infrastructure setup with security controls, collaboration on ML projects, and management of access to data and ML assets.
When solving business issues using ML, one creates ML models…
The challenge of efficiently determining a user's preferences through natural language dialogues, specifically in the context of conversational recommender systems, is a focus of recent research. Traditional methods require users to rate or compare options, but this approach fails when the user is unfamiliar with the majority of potential choices. Solving this problem through Large…
Continual learning (CL), the capability of systems to adapt over time without losing prior knowledge, presents a significant challenge. Neural networks, while adept at processing large amounts of data, can often suffer from catastrophic forgetting, when learning new information may erase what was previously learned. This becomes extremely problematic in scenarios with limited data retention…
A study conducted by MIT researchers has discovered that doctors have trouble accurately diagnosing skin diseases in people with darker skin based solely on images. The study consisted of more than 1,000 dermatologists and general practitioners and the results found that dermatologists accurately diagnosed about 38% of images examined. However, when considering those with darker…
Physics, often perceived as an abstract and challenging field, covers fundamental aspects of the universe which can intimidate learners due to intricate mathematical formulations. To make physics more relatable, the field of Visual Intuitive Physics seeks to transform these complexities into accessible visual experiences through the use of visual aids and intuitive methodologies.
Visualization in physics…
Code interpreters have become important tools in the rapidly developing field of Artificial Intelligence (AI) as they enable AI models to execute code designed for specific problems, thus unlocking more advanced problem-solving capabilities. Enabling AI agents to run AI-generated code safely without compromising security and data integrity is one of the key challenges faced by…
A study from Massachusetts Institute of Technology (MIT) involving over 1,000 doctors, including dermatologists and general practitioners, revealed that accuracy of diagnosing skin diseases based on images is lower when the patient has darker skin. Dermatologists correctly identified 38% of the images they viewed, but this rate dropped to 34% when the images displayed darker…