Time Series Forecasting with PyCaret: Building Multi-Step Prediction Model
Time series forecasting helps predict future data using past information, useful in areas like finance, weather, and inventory.
Cut Your Losses in Large-Vocabulary Language Models
As language models grow ever larger, so do their vocabularies. This has shifted the memory footprint of LLMs during training disproportionately to one single layer: the cross-entropy in the loss computation. Cross-entropy builds up a logit matrix with entries for each pair of input tokens and vocabulary items and, for small models, consumes an order …
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Requirements for AI in Production in Insurance Underwriting
Introduction Large language models present both massive opportunities and significant complexities for the insurance industry. Insurers can use AI to increase operational efficiency, improve the accuracy of underwriting decisions, enhance customer experience, and more effectively coordinate with partners. Yet in a heavily-regulated industry like insurance, ensuring objectivity and the appropriate level of human oversight in …
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Governing the ML lifecycle at scale, Part 4: Scaling MLOps with security and governance controls
Data science teams often face challenges when transitioning models from the development environment to production. These include difficulties integrating data science team’s models into the IT team’s production environment, the need to retrofit data science code to meet enterprise security and governance standards, gaining access to production grade data, and maintaining repeatability and reproducibility in …
News you can use: What we announced in AI this month
2025 is off to a racing start. From announcing strides in the new Gemini 2.0 model family to retailers accelerating with Cloud AI, we spent January investing in our partner ecosystem, open-source, and ways to make AI more useful. We’ve heard from people everywhere, from developers to CMOs, about the pressure to adapt the latest …
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Apple’s ELEGNT framework could make home robots feel less like machines and more like companions
Apple introduces ELEGNT, allowing robots to convey intentions, emotions and attitudes through movement, — rather than just functional tasks.Read More
The Best Samsung Galaxy S25 Cases and Accessories (2025), Tested and Reviewed
You just spent a lot of money on a new Samsung phone. Keep it safe with these cases and screen protectors.
AI model masters new terrain at NASA facility one scoop at a time
Extraterrestrial landers sent to gather samples from the surface of distant moons and planets have limited time and battery power to complete their mission. Aerospace and computer science engineering researchers at The Grainger College of Engineering, University of Illinois Urbana-Champaign trained a model to autonomously assess and scoop quickly, then watched it demonstrate its skill …
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Protect your DeepSeek model deployments with Amazon Bedrock Guardrails
The rapid advancement of generative AI has brought powerful publicly available large language models (LLMs), such as DeepSeek-R1, to the forefront of innovation. The DeepSeek-R1 models are now accessible through Amazon Bedrock Marketplace and Amazon SageMaker JumpStart, and distilled variants are available through Amazon Bedrock Custom Model Import. According to DeepSeek AI, these models offer …
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Announcing public beta of Gen AI Toolbox for Databases
Today, we are thrilled to announce the public beta launch of Gen AI Toolbox for Databases in partnership with LangChain, the leading orchestration framework for developers building large language model (LLM) applications. Gen AI Toolbox for Databases (Toolbox) is an open-source server that empowers application developers to connect production-grade, agent-based generative AI (gen AI) applications …
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