希音资深算法/专家(客服)-上海南京深圳
社招全职7年以上信息技术类地点:上海 | 南京状态:招聘
任职要求
学历与经验:本科及以上学历,计算机、人工智能、软件工程、数据科学等相关专业;具备7 年以上算法开发、后端开发或 NLP 相关工程经验。 编程基础:精通 Python/Java 等至少一门编程语言,具备优秀的编码习惯、工程化思维和代码调试能力,熟悉常用深度学习框架(如 Pytorch/TensorFlow)者优先。 LLM 专业能力: ・熟悉大模型微调技术(如 LoRA、P-Tuning),有实际的数据构建、SFT/RLHF 训练经验者优先,能独立完成模型在垂直场景的适配优化。 ・具备实际的 Agent 或 Multi-Agent 项目开发经验,对 AI Agent 的规划、记忆、工具调用、意图规划等核心模块有深刻理解,能结合业务场景设…
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工作职责
智能客服算法专家(S7) 【职位概述】 专注于将先进的 LLM 能力落地于智能客服场景,研发适配服务场景的智能体(Agent)系统,打造拟人化、智能化的客服交互体验,提升客户服务效率与问题解决率,降低人工服务成本。 【】 业务落地与提效:负责大模型在智能客服全场景的算法应用设计与工程化落地,针对咨询应答、问题排查、工单处理等客服场景设计并优化算法策略,显著提升客服应答效率、问题解决率与客户满意度。 LLM 应用开发:深入参与基于大语言模型的智能客服应用开发,包括 Prompt Engineering、模型微调(SFT/RLHF)、模型评测与轻量化部署,确保模型在客服交互中的应答准确性、连贯性与稳定性。 智能体(Agent)构建:主导或参与智能客服智能体及多智能体(Multi-Agent)系统的设计与开发,整合外部工具(Tools/API)、业务知识库、工单系统等能力,解决客服场景中复杂的多轮交互、意图理解与跨域问题决策需求。 技术探索与演进:紧密跟踪 AI 前沿技术(如 RAG、Long Context、Function Call、多模态交互等),持续优化智能客服技术架构,推动智能体在意图识别、知识问答、个性化服务等方面的能力迭代,保持团队技术的行业领先性。 效果迭代与优化:结合客服业务数据与用户反馈,持续迭代模型与智能体系统,优化交互逻辑、知识调用效率,解决客服场景中的边缘问题、歧义问题,提升系统的泛化能力。
包括英文材料
学历+
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
后端开发+
https://www.youtube.com/watch?v=tN6oJu2DqCM&list=PLWKjhJtqVAbn21gs5UnLhCQ82f923WCgM
Learn what technologies you should learn first to become a back end web developer.
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
编程规范+
[英文] Google Style Guides
https://google.github.io/styleguide/
Every major open-source project has its own style guide: a set of conventions (sometimes arbitrary) about how to write code for that project. It is much easier to understand a large codebase when all the code in it is in a consistent style.
还有更多 •••