Blog Posts | Joshua Berkowitz

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LoRA ×

Uni-LoRA: Ultra-Efficient Parameter Reduction For LLM Training

Low-Rank Adaptation (LoRA) revolutionized how we fine-tune large language models by introducing parameter-efficient training methods that constrain weight updates to low-rank matrix decompositions (Hu...

computational efficiency isometric projections linear algebra LoRA machine learning mathematics neural networks optimization parameter efficiency projection methods

Sep 20, 2025

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Fine-Tuned Vision-Language Models Are Improving Satellite Image Analysis

From monitoring crop health to tracking deforestation, satellite images provide a wealth of critical data. However, teaching a machine to interpret these complex visuals with human-like precision has ...

AI applications classification fine-tuning LoRA model adaptation Pixtral-12B satellite imagery vision-language models

Sep 18, 2025

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