京东端智能算法工程师
社招全职2年以上软件开发岗地点:广东状态:招聘
任职要求
1.计算机、统计学、数学或相关专业本科及以上学历,2年以上机器学习/数据挖掘算法相关工作经验,有搜索、推荐、广告、风控等业务实战经验者优先; 2.扎实的机器学习与深度学习基础,熟悉主流模型架构与训练范式。必须具备实际的模型轻量化与端侧部署经验,熟悉TensorFlow Lite、PyTorch Mobile、Core ML等至少一种端侧推理框架; 3.优秀的编程能力,精通Python,熟练掌握TensorFlow/PyTorch等至少一种主流深度学习框架。具备良好的数据敏…
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工作职责
1.负责移动端AI关键场景的方案探索和业务落地,通用基础算法模型设计、研发与持续优化,聚焦于模型在资源受限环境下的模型优化和部署; 2.深入业务场景,构建与优化适用于端侧的轻量化模型(包括但不限于深度模型、树模型等),主导模型的剪枝、量化、蒸馏等端侧适配工作,平衡模型效果与性能; 3.与工程团队紧密协作,将算法模型高效集成至端智能核心引擎与策略SDK中,负责AI算法的长期探索,并负责策略的设计、实验与分析,通过AB测试等科学评估方法驱动业务指标提升; 4.负责端上特征体系的规划与建设,与特征平台工程师协作,挖掘高价值实时特征,提升模型与策略的时效性与个性化能力; 5.探索端云协同的先进算法架构,在保障用户隐私与体验的前提下,研究并推动下一代端智能算法方案的落地。
包括英文材料
学历+
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
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/
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
还有更多 •••
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