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Deep Learning AI Model Identifies Breast Cancer Spread without Surgery

A slide of breast cancer cells.A new deep learning model could reduce the need for surgery when diagnosing whether cancer cells are spreading, including to nearby lymph nodes—also known as…A slide of breast cancer cells.

A new deep learning model could reduce the need for surgery when diagnosing whether cancer cells are spreading, including to nearby lymph nodes—also known as metastasis. Developed by researchers from the University of Texas Southwestern Medical Center, the AI tool analyzes time-series MRIs and clinical data to identify metastasis, providing crucial, noninvasive support for doctors in treatment…

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Build Multimodal Visual AI Agents Powered by NVIDIA NIM

Decorative image.The exponential growth of visual data—ranging from images to PDFs to streaming videos—has made manual review and analysis virtually impossible….Decorative image.

The exponential growth of visual data—ranging from images to PDFs to streaming videos—has made manual review and analysis virtually impossible. Organizations are struggling to transform this data into actionable insights at scale, leading to missed opportunities and increased risks. To solve this challenge, vision-language models (VLMs) are emerging as powerful tools…

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Even Faster and More Scalable UMAP on the GPU with RAPIDS cuML

Workflow diagram for disaggregating data into clusters and running in batches and merging.UMAP is a popular dimension reduction algorithm used in fields like bioinformatics, NLP topic modeling, and ML preprocessing. It works by creating a k-nearest…Workflow diagram for disaggregating data into clusters and running in batches and merging.

UMAP is a popular dimension reduction algorithm used in fields like bioinformatics, NLP topic modeling, and ML preprocessing. It works by creating a k-nearest neighbors (k-NN) graph, which is known in literature as an all-neighbors graph, to build a fuzzy topological representation of the data, which is used to embed high-dimensional data into lower dimensions. RAPIDS cuML already contained…

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