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Reducing container cold start times using SOCI index on DLAMI and DLC

Reducing container cold start times using SOCI index on DLAMI and DLC

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Deep Learning AMI and AWS Deep Learning Containers are now enabled with support for SOCI snapshotter and index. Seekable OCI (SOCI) is a technology that enables efficient container image management through selective file downloading. It uses a layer-based indexing system to map file locations within container images, allowing containers to start with only the necessary files loaded (lazy loading). This approach reduces network bandwidth usage and improves container startup times, making it particularly valuable for organizations managing large […]

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Ground truth is a process, not a dataset

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Today, the key challenge in AI isn’t only how to build better models; it’s how to build evaluation systems that can keep up. Search-augmented AI systems can now produce deep research reports — long, polished syntheses of many sources that increasingly resemble expert analysis. But those reports are useful only if their claims are supported by the underlying literature. Most existing fact-checking tools work best when a claim can be matched to a short quote or a single […]

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Improve your agent’s tool-calling accuracy with SFT and DPO on Amazon SageMaker AI

Improve your agent’s tool-calling accuracy with SFT and DPO on Amazon SageMaker AI

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AI agents can autonomously handle complex, multi-step tasks, but their effectiveness depends on calling the right tools to retrieve information or take action. When an agent picks the wrong tool, formats parameters incorrectly, or breaks a workflow chain, task completion times grow, error rates rise, support costs increase, and user experiences degrade. As more organizations move agentic applications from pilot to production, having agents that select the right tool for each request is essential for reliable automation. In […]

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How to Use GitHub Copilot Code Review in Pull Requests

How to Use GitHub Copilot Code Review in Pull Requests

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GitHub offers several AI tools under the Copilot umbrella that cover your entire development workflow. Copilot can provide an AI-powered code review shortly after you open a pull request on GitHub. Rather than waiting for a teammate, you can add Copilot as a reviewer to receive context-aware feedback. With access to your entire codebase, it delivers actionable suggestions that you can apply in just a few clicks: Pull requests are the standard collaborative workflow provided by GitHub and […]

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Multimodal Machine Learning in Healthcare: A Tutorial and Review

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Deep learning has transformed healthcare by enabling the analysis of complex, high-dimensional, and heterogeneous data. However, traditional unimodal approaches often fail to capture the multifaceted nature of human health, as patient information is inherently distributed across multiple data modalities. Multimodal machine learning (MML) has therefore emerged as a framework for integrating complementary sources such as medical images, clinical text, electronic health records (EHRs), and physiological signals to support more comprehensive modeling of health and disease. This narrative review […]

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