Blog Posts | Joshua Berkowitz

4 Articles

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Databricks Delivers Fast, Scalable PEFT Model Serving for Enterprise AI

Enterprises aiming to deploy AI agents tailored to their proprietary data face the challange of delivering high-performance inference that can scale with complex, fragmented workloads. Parameter-Effic...

Databricks enterprise AI GPU optimization inference LoRA model serving PEFT quantization

Oct 28, 2025

0 1705

News

Modular Architecture and LoRA Supercharge Semantic Routing Efficiency

Semantic routing has historically hit a wall when scaling to new classification tasks. Each new intent or filter often required an additional heavy machine learning model, driving up computational cos...

cloud-native Flash Attention LoRA machine learning modular architecture multilingual models Rust semantic routing

Oct 27, 2025

0 2640

News

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

0 1892

Papers

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

0 3795

News

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