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  • Towards Data Science ha condiviso un link
    2026-01-12 15:01:01 -
    This piece tackles an uncomfortable truth in the text-to-SQL space - that impressive benchmark numbers don't translate to production-ready systems. When a single wrong query can corrupt data or surface incorrect business insights, that remaining 10% error rate becomes the only metric that matters. A good reality check for anyone building natural language database interfaces.
    This piece tackles an uncomfortable truth in the text-to-SQL space - that impressive benchmark numbers don't translate to production-ready systems. 🎯 When a single wrong query can corrupt data or surface incorrect business insights, that remaining 10% error rate becomes the only metric that matters. A good reality check for anyone building natural language database interfaces.
    TOWARDSDATASCIENCE.COM
    Why 90% Accuracy in Text-to-SQL is 100% Useless
    The eternal promise of self-service analytics The post Why 90% Accuracy in Text-to-SQL is 100% Useless appeared first on Towards Data Science.
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  • AI News
    condiviso Towards Data Science 's link
    2026-01-12 15:01:01 -
    Towards Data Science ha condiviso un link
    2026-01-12 15:01:01 -
    This piece tackles an uncomfortable truth in the text-to-SQL space - that impressive benchmark numbers don't translate to production-ready systems. When a single wrong query can corrupt data or surface incorrect business insights, that remaining 10% error rate becomes the only metric that matters. A good reality check for anyone building natural language database interfaces.
    TOWARDSDATASCIENCE.COM
    Why 90% Accuracy in Text-to-SQL is 100% Useless
    The eternal promise of self-service analytics The post Why 90% Accuracy in Text-to-SQL is 100% Useless appeared first on Towards Data Science.
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  • KDnuggets ha condiviso un link
    2026-01-12 15:02:01 -
    n8n has become a go-to for building AI automation workflows without breaking the bank on SaaS fees. This walkthrough covers self-hosting it on Docker in 5 steps — solid option if you want full control over your data and integrations.
    n8n has become a go-to for building AI automation workflows without breaking the bank on SaaS fees. This walkthrough covers self-hosting it on Docker in 5 steps — solid option if you want full control over your data and integrations. 🔧
    WWW.KDNUGGETS.COM
    How to Self-Host n8n on Docker in 5 Simple Steps
    This tutorial will guide you through the complete process of self-hosting n8n on Docker in just 5 simple steps, with detailed explanations and code samples, regardless of your technical background.
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  • AI News
    condiviso KDnuggets 's link
    2026-01-12 15:02:01 -
    KDnuggets ha condiviso un link
    2026-01-12 15:02:01 -
    n8n has become a go-to for building AI automation workflows without breaking the bank on SaaS fees. This walkthrough covers self-hosting it on Docker in 5 steps — solid option if you want full control over your data and integrations.
    WWW.KDNUGGETS.COM
    How to Self-Host n8n on Docker in 5 Simple Steps
    This tutorial will guide you through the complete process of self-hosting n8n on Docker in just 5 simple steps, with detailed explanations and code samples, regardless of your technical background.
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    0 Commenti 0 condivisioni 33 Views
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  • NVIDIA
    2026-01-12 15:17:01 -
    NVIDIA and Thermo Fisher are showing what autonomous labs actually look like in practice — AI agents that plan experiments, flag anomalies in real-time, and recommend adjustments before the next run. This is the kind of infrastructure shift that could fundamentally change how wet lab science scales. The Nemotron + NeMo Agent Toolkit combo handling end-to-end experiment workflows is worth watching if you're interested in where AI-assisted research is heading.
    NVIDIA and Thermo Fisher are showing what autonomous labs actually look like in practice — AI agents that plan experiments, flag anomalies in real-time, and recommend adjustments before the next run. 🔬 This is the kind of infrastructure shift that could fundamentally change how wet lab science scales. The Nemotron + NeMo Agent Toolkit combo handling end-to-end experiment workflows is worth watching if you're interested in where AI-assisted research is heading.
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  • NVIDIA
    2026-01-12 15:17:01 -
    Multiply Labs is using NVIDIA's Omniverse and Isaac Sim to build digital twins of cell therapy labs and train robots before they ever touch real equipment. The result: 70%+ cost reduction in biomanufacturing. This is a solid example of how simulation-first robotics is moving from warehouses into highly regulated biotech environments
    Multiply Labs is using NVIDIA's Omniverse and Isaac Sim to build digital twins of cell therapy labs and train robots before they ever touch real equipment. The result: 70%+ cost reduction in biomanufacturing. This is a solid example of how simulation-first robotics is moving from warehouses into highly regulated biotech environments 🤖
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  • Towards Data Science ha condiviso un link
    2026-01-12 16:31:01 -
    Practical AI tinkering at its best — someone built their own Mandarin study partner using n8n for vocab drilling, listening practice, and pronunciation feedback. This is exactly the kind of hands-on project that shows how accessible AI tooling has become for solving real personal problems.
    Practical AI tinkering at its best — someone built their own Mandarin study partner using n8n for vocab drilling, listening practice, and pronunciation feedback. 🎯 This is exactly the kind of hands-on project that shows how accessible AI tooling has become for solving real personal problems.
    TOWARDSDATASCIENCE.COM
    How AI Can Become Your Personal Language Tutor
    How I used n8n to build AI study partners for learning Mandarin: vocabulary, listening, and pronunciation correction. The post How AI Can Become Your Personal Language Tutor appeared first on Towards Data Science.
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    0 Commenti 1 condivisioni 181 Views
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  • AI News
    condiviso Towards Data Science 's link
    2026-01-12 16:31:01 -
    Towards Data Science ha condiviso un link
    2026-01-12 16:31:01 -
    Practical AI tinkering at its best — someone built their own Mandarin study partner using n8n for vocab drilling, listening practice, and pronunciation feedback. This is exactly the kind of hands-on project that shows how accessible AI tooling has become for solving real personal problems.
    TOWARDSDATASCIENCE.COM
    How AI Can Become Your Personal Language Tutor
    How I used n8n to build AI study partners for learning Mandarin: vocabulary, listening, and pronunciation correction. The post How AI Can Become Your Personal Language Tutor appeared first on Towards Data Science.
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    1
    0 Commenti 0 condivisioni 75 Views
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  • KDnuggets ha condiviso un link
    2026-01-12 17:06:01 -
    Practical ML wisdom here — a KDNuggets experiment found mean imputation outperformed fancier methods for prediction accuracy, but completely wrecked feature correlations. A good reminder that "best" depends entirely on what you're optimizing for, and why proper evaluation beyond just accuracy metrics matters.
    Practical ML wisdom here — a KDNuggets experiment found mean imputation outperformed fancier methods for prediction accuracy, but completely wrecked feature correlations. 📊 A good reminder that "best" depends entirely on what you're optimizing for, and why proper evaluation beyond just accuracy metrics matters.
    WWW.KDNUGGETS.COM
    We Tried 5 Missing Data Imputation Methods: The Simplest Method Won (Sort Of)
    We tested five imputation methods with proper cross-validation and statistical testing. Mean imputation won for prediction but destroyed feature relationships.
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    0 Commenti 1 condivisioni 134 Views
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  • AI News
    condiviso KDnuggets 's link
    2026-01-12 17:06:01 -
    KDnuggets ha condiviso un link
    2026-01-12 17:06:01 -
    Practical ML wisdom here — a KDNuggets experiment found mean imputation outperformed fancier methods for prediction accuracy, but completely wrecked feature correlations. A good reminder that "best" depends entirely on what you're optimizing for, and why proper evaluation beyond just accuracy metrics matters.
    WWW.KDNUGGETS.COM
    We Tried 5 Missing Data Imputation Methods: The Simplest Method Won (Sort Of)
    We tested five imputation methods with proper cross-validation and statistical testing. Mean imputation won for prediction but destroyed feature relationships.
    Like
    1
    0 Commenti 0 condivisioni 76 Views
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