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Sharmin Akter Liza

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reacted to codelion's post with ❤️ 1 day ago
Released 17 production-ready adaptive text classifiers that learn from just 100 examples per class and continuously improve without retraining. These models achieve 93% average accuracy across enterprise use cases like email routing, fraud detection, document classification, and support ticket categorization. Built on ModernBERT with prototype memory and elastic weight consolidation. Key benefits: 90% cost reduction vs API solutions, 90-120ms local inference, dynamic class addition, and zero vendor lock-in. All models available under adaptive-classifier organization. Install with pip install adaptive-classifier. Full technical details: https://huggingface.co/blog/codelion/enterprise-ready-classifiers Code: https://github.com/codelion/adaptive-classifier
replied to codelion's post 1 day ago
Released 17 production-ready adaptive text classifiers that learn from just 100 examples per class and continuously improve without retraining. These models achieve 93% average accuracy across enterprise use cases like email routing, fraud detection, document classification, and support ticket categorization. Built on ModernBERT with prototype memory and elastic weight consolidation. Key benefits: 90% cost reduction vs API solutions, 90-120ms local inference, dynamic class addition, and zero vendor lock-in. All models available under adaptive-classifier organization. Install with pip install adaptive-classifier. Full technical details: https://huggingface.co/blog/codelion/enterprise-ready-classifiers Code: https://github.com/codelion/adaptive-classifier
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