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Open nowPosted 35 days ago

多模态大模型科研实习生

sii-czxy/campus170 open roles

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This job: posted 35 days ago

The posting

1. 阅读并整理多模态大模型架构、训练方法、视觉—语言模型(VLM)、多模态理解与生成以及模型能力评测等方向的前沿论文,梳理代表性方法、技术路线和研究进展。 2. 参与多模态大模型开源模型复现工作,熟悉模型结构、数据处理流程、训练与推理流程,在指导下完成基础实验和模型性能验证。 3. 参与图像、文本等多模态数据集的整理与处理工作,包括数据筛选、格式转换、质量检查和评测样本构建,支持模型训练和能力评估。 4. 编写或完善多模态模型评测脚本,开展模型理解能力、生成能力、推理能力等方面的实验评估,分析不同模型方法的性能差异。 5. 在指导下开展不同模型架构、训练策略和数据配置条件下的对比实验,研究模型效果、计算效率以及规模扩展能力之间的关系。 6. 记录实验过程、整理实验结果和技术文档,参与课题组讨论并进行阶段性汇报,根据实验发现协助开展后续模型优化和研究探索。

1. 招募对象:本科生。 2. 计算机、人工智能、电子信息、数学等相关专业背景优先。 3. 具备机器学习、深度学习基础知识,了解神经网络、Transformer、多模态学习等基本概念,对多模态大模型研究方向具有兴趣。 4. 具备 Python 编程基础,能够完成数据处理、实验脚本编写和结果分析;了解 PyTorch、Linux 等深度学习开发工具者优先。 5. 能够阅读英文论文和技术资料,具备基础论文复现、模型调试和实验分析能力。 6. 不要求已有正式科研经历,更关注学习能力和研究兴趣;具有课程项目、论文复现、算法竞赛、开源项目或大模型应用实践经历者优先。 7. 具备良好的实验记录习惯和沟通能力,能够认真整理实验数据、分析实验现象,并主动学习相关技术。 8. 对多模态智能、大模型训练、模型架构优化和人工智能前沿技术具有持续兴趣,能够稳定投入科研时间。 9. 实习安排:线下科研实习;实习周期:3–6个月;每周投入时间:20–30小时。

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