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Jane Doe NLP

Optimizing Context Windows for RAG Pipelines

Sharing my benchmarks on retrieval-augmented generation with 32k vs 128k context windows. Saw interesting latency trade-offs...

MR
Marcus R. ML Ops

Best Practices for Continuous Evaluation of Deployed Models

How do you track concept drift in production? Looking for MLOps frameworks that integrate well with Kubernetes...

AL
Aisha L. Computer Vision

Real-time Object Detection on Edge Devices

Successfully quantized YOLOv8 to run at 60fps on Jetson Nano. Here's the pruning strategy and TensorRT config...

TK
Tom K. Ethics

Addressing Bias in Training Datasets: A Framework

Proposing a standardized audit checklist for dataset fairness. Would love community feedback before publishing...

SN
Sarah N. LLMs

Fine-tuning Llama 3 vs Mistral for Medical QA

Ran comparative evals on MedQA dataset. LoRA vs full fine-tuning results attached. Mistral showed better instruction following...

CV
Chris V. Architecture

Graph Neural Networks for Drug Discovery

Exploring message-passing neural networks for molecular property prediction. Sharing PyG implementation...

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