Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement

The growing demand for personalized and private on-device applications highlights the importance of source-free unsupervised domain adaptation (SFDA) methods, especially for time-series data, where individual differences produce large domain shifts. As sensor-embedded mobile devices become ubiquitous, optimizing SFDA methods for parameter utilization and data-sample efficiency in time-series contexts becomes crucial. Personalization in time series is …

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From Prototype to Production

From Prototype to Production (Engineering Responsible AI, #3) Testing and Evaluating AI Systems with AIP Evals Editor’s Note: This is the third post in a series on responsible AI. Proof Over Promises: The Challenge of Making AI Work While it’s relatively easy to create a prototype AI system using Generative AI, addressing your organization’s most pressing challenges with …

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Amazon Bedrock Custom Model Import now generally available

Today, we’re pleased to announce the general availability (GA) of Amazon Bedrock Custom Model Import. This feature empowers customers to import and use their customized models alongside existing foundation models (FMs) through a single, unified API. Whether leveraging fine-tuned models like Meta Llama, Mistral Mixtral, and IBM Granite, or developing proprietary models based on popular …

Weekly Showcase Thread October 20, 2024

Hello wonderful people! This thread is the perfect place to share your one off creations without needing a dedicated post or worrying about sharing extra generation data. It’s also a fantastic way to check out what others are creating and get inspired in one place! A few quick reminders: All sub rules still apply make …