Unison Group

系统工程师(模型)

Unison Group  •  Shenzhen, CN (Onsite)  •  59 minutes ago
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Job Description

系统工程师(模型)

深圳

正式

研发 - 电子 / 半导体

职位描述

  1. 负责大模型(LLM/Transformer类)的模型设计、微调与推理优化,包括模型结构调整、量化(Quantization)、剪枝(Pruning)、知识蒸馏(Distillation)等模型压缩技术研发 2. 分析大模型在推理/训练场景下的计算与访存特征(算子分布、内存带宽占用、KV Cache行为等),为AI计算子系统架构设计提供真实负载画像与量化输入 3. 与系统架构师协同开展"算法-架构协同设计",评估不同模型压缩/优化方案在目标NPU/加速器架构上的性能收益与精度损失权衡 4. 参与模型部署适配工作,针对芯片架构约束(算力、片上存储容量、带宽)对模型进行针对性优化,提升端侧/边缘侧大模型的推理效率 5. 跟踪大模型领域前沿技术(如稀疏化、低比特量化、MoE、投机解码等),评估其对下一代AI SoC架构规划的影响并提出建议 6. 搭建模型性能评估与Benchmark体系,输出可复用的模型-硬件联合评估方法

职位要求

  1. 计算机科学、人工智能、电子工程等相关专业博士学位,研究方向涉及大模型压缩、模型优化、高效深度学习或相关领域 2. 具备扎实的深度学习基础,熟悉Transformer/大模型结构原理,有量化、剪枝、蒸馏等模型压缩技术的研究或实践经验 3. 熟练使用PyTorch等主流深度学习框架,具备良好的工程实现能力(而非仅停留在论文复现层面) 4. 了解模型推理部署链路(如ONNX、TensorRT、或端侧推理框架),具备将模型压缩方案落地到实际推理性能提升的经验优先 5. 具备一定的硬件架构基础意识,理解算力、带宽、存储对模型部署的约束,能与硬件架构团队进行有效的技术对话(此前有算法-硬件协同项目经验者优先) 6. 论文/研究成果体现出对模型效率(而非单纯精度提升)的关注,如高效架构设计、稀疏化、低比特训练/推理等方向优先 7. 良好的数据驱动分析能力与跨团队协作能力

投递

Unison Group

About Unison Group

Unison Consulting was launched in Singapore on September 2012, the hub of the financial industry, with innovative visions in the technocratic arena. We are a boutique next-generation Technology Company with strong business-interests in Liquidity risk, Market Risk, Credit Risk and Regulatory Compliance.

Unison provides technology consulting and services to implement Risk Management and Risk Analytics System for Financial Institutions. Our services suite comprises of Techno-Functional consulting, systems integration, Business Intelligence, information management, and custom development of IT solutions, plus project management expertise for financial institutions.

We have expertise in latest cutting edge technology to achieve better total cost of ownership. Through our qualified professionals, we assist you drive your unique risk management strategies, whether that means efficient monitoring, improving risk appetite of the financial institutions, complying with regulations, or capturing growth opportunities through innovation, this is what maximizes your decision taking potential. At Unison Consulting, we view clients as partners, and our success is only measured by the success of our partners. So we put it all on the table in order to exceed expectations.

Our staff consists of young, energetic and innovative consultants who are never afraid to challenge the conventions and push the boundaries in an effort to help our clients. For every project, no matter how large or how small, we strive to not only meet your needs, but deliver a showcase in your field.

Industry
IT & Software
Company Size
51-200 employees
Headquarters
Unknown
Year Founded
2012
Website
com.sg
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