Microsoft Research Blog

Intelligent monitoring: Towards AI-assisted monitoring for cloud services 

March 19, 2024
Integrating AI into cloud service monitoring improves incident detection accuracy, reduces unnecessary alerts, and enhances overall system reliability. This helps organizations better align with business goals and increase customer satisfaction.

Recent Posts

  1. white icons of first aid kit, DNA strand, laptop monitor with overlapping eye, and microscope on a blue and green gradient background

    Scaling early detection of esophageal cancer with AI 

    March 11, 2024 | Anton Schwaighofer and Javier Alvarez-Valle

    Microsoft Research and Cyted have collaborated to build novel AI models (opens in new tab) to scale the early detection of esophageal cancer. The AI-supported methods demonstrated the same diagnostic performance as the existing manual workflow, potentially reducing the pathologist's workload by up to 63%.…

  2. Research Focus March 4, 2024

    Research Focus: Week of March 4, 2024 

    March 6, 2024

    In this issue: Generative kaleidoscopic networks; Text diffusion with reinforced conditioning; PRISE – Learning temporal action abstractions as a sequence compression problem.

  3. The general model architecture of ViSNet. (a) Model sketch of ViSNet. ViSNet embeds the 3D structures of molecules and extracts the geometric information through a series of ViSNet blocks and outputs the molecule properties such as energy, forces, and HOMO-LUMO gap through an output block. (b) Flowchart of one ViSNet Block. One ViSNet block consists of two modules: i) Scalar2Vec, responsible for attaching scalar embeddings to vectors.; ii) Vec2Scalar. The inputs of Scalar2Vec are the node embedding, edge embedding, direction unit and the relative positions between two atoms.

    ViSNet: A general molecular geometry modeling framework for predicting molecular properties and simulating molecular dynamics 

    February 29, 2024 | Tong Wang, Bin Shao, and Tie-Yan Liu

    Molecular geometry modeling is a powerful tool for understanding the intricate relationships between molecular structure and biological activity – a field known as structure-activity relationships (SAR). The main premise of SAR is that the biological activity of a molecule is dictated by its specific chemical…

  4. Research Focus Week of February 19, 2024

    Research Focus: Week of February 19, 2024 

    February 21, 2024

    In this issue: CaaSPER: vertical autoscaling algorithm dynamically maintains optimal CPU utilization; Improved scene landmark detection for camera localization runs faster, uses less storage; ESUS simplifies usability questionnaires for technical products and services.

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