LoRA技术赋能大型AI模型高效微调

报道来源 [7]

1. Apple Machine Learning Research TIER_1 English(EN) · 2026-07-07 00:00

   DynaMiCS：使用动态混合物在性能约束下微调LLM

   Multi-domain fine-tuning of large language models requires improving performance on target domains while preserving performance on constrained domains, such as general knowledge, instruction following, or safety evaluations. Existing data mixing strategies rely on fixed heuristic…

2. Medium — fine-tuning tag TIER_1 English(EN) · Mohsen Kheirandishfard · 2026-07-06 01:33

   LoRA：在小型机器上微调大模型——精度不打折

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@mohsen.kheirandishfard/lora-fine-tune-a-big-model-on-a-small-machine-without-losing-accuracy-ebeb98c9f01b?source=rss------fine_tuning-5"><img src="https://cdn-images-1.medium.com/max/1745/1*bO…

3. Medium — fine-tuning tag TIER_1 English(EN) · Sanskruti Patro · 2026-07-04 00:11

   1%调优法则：微小改动如何改变你的机器学习模型

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@sanskruti.patro2005/the-1-tuning-rule-how-tiny-changes-can-transform-your-machine-learning-model-5a0753b44a8b?source=rss------fine_tuning-5"><img src="https://cdn-images-1.medium.com/max/1536/…

4. Medium — fine-tuning tag TIER_1 English(EN) · Prajakta Bhondave · 2026-07-03 14:36

   机器学习模型的旅程与微调技术

   <div class="medium-feed-item"><p class="medium-feed-image"><a href="https://medium.com/@prajaktabhondave/the-journey-of-a-machine-learning-model-fine-tuning-techniques-9c3be94e5b37?source=rss------fine_tuning-5"><img src="https://cdn-images-1.medium.com/max/1280/0*H8uY0ERyReJl5Xh…

5. dev.to — LLM tag TIER_1 English(EN) · Shrijith Venkatramana · 2026-07-04 18:53

   Adam：让大型语言模型（LLM）得以实现的优化算法

   <p><em>Hello, I'm Shrijith Venkatramana. I'm building git-lrc, an AI code reviewer that runs on every commit. <a href="https://github.com/HexmosTech/git-lrc" rel="noopener noreferrer">Star Us</a> to help devs discover the project. Do give it a try and share your feedback for impr…

6. dev.to — LLM tag TIER_1 English(EN) · Hiroki Kameyama · 2026-07-04 11:58

   微调 — 使用 LoRA 对模型进行领域专业化

   <h2> Introduction </h2> <p>In <a href="https://dev.to/hiroki-kameyama/mlops-llmops-cicd-pipelines-for-continuous-quality-assurance-46d1">Chapter 5 (MLOps)</a>, we built a CI/CD pipeline. This chapter explores a different approach: fine-tuning — training the model itself on your o…

7. dev.to — LLM tag TIER_1 English(EN) · Devanshu Biswas · 2026-07-04 11:06

   LoRA：通过训练1%的模型来微调一个巨型模型

   <p>Fine-tuning a large model used to mean one painful thing: update every weight in it, keep a full copy per task, and pay for the GPUs to do it. A 7-billion-parameter model has 7 billion knobs. The Adam optimizer keeps two extra numbers per knob, so you're suddenly holding rough…