京东算法开发岗
社招全职算法开发岗地点:北京状态:招聘
任职要求
任职要求 1、硕士及以上学历,计算机科学相关专业(机器学习、NLP、CV等),有相关经验; 2、精通大模型应用算法,对大语言模型的持续训练、SFT、强化学习、检索增强(RAG)、AI-Agent等方向有扎实的一线实战经验; 3、有推荐系统经验,且对LLM在推荐系统领域的应用有经验的候选人优先; 4、对包括NLP、LLM在内的前沿AI技术有较好的把握,较强的论文阅读和复现能力,有论文发表经验优先。 符合京东价值观:客户为先、创新、拼搏、担当、感恩、诚信。
工作职责
大模型算法应用工程师 岗位职责及目标 1、聚焦大语言模型(LLM)应用,包括但不限于大模型在数字人、智能客服、对话式导购、AI-Agent、文档对话等领域的核心技术攻坚,持续提升大模型的应用效果,保持技术在行业的竞争力; 2、持续跟进和探索大语言模型、多模态AIGC等AI技术的未来发展和应用趋势,和业界保持紧密的交流。
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.
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.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
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/
SFT+
https://cameronrwolfe.substack.com/p/understanding-and-using-supervised
Understanding how SFT works from the idea to a working implementation...
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
AI agent+
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
推荐系统+
[英文] Recommender Systems
https://www.d2l.ai/chapter_recommender-systems/index.html
Recommender systems are widely employed in industry and are ubiquitous in our daily lives.
相关职位
社招算法开发岗
1、负责京东用户增长、流量外投、会员体系相关的数据挖掘及算法设计,基于用户行为数据建立用户生命周期、用户精细化分层,深入业务分析洞察,发掘高质量增长的机会; 2、以数据为驱动、结果为导向,设计合适的分析和算法解决方案,利用运筹优化、因果推断、机器学习建模等方法,对各场景的用户留存、付费权益效率等问题建模分析与应用,实现用户规模、用户粘性和用户购买的增长; 3、深入理解用增业务场景,利用画像数据和相关算法,结合个性化推荐,实现人-货-场精准匹配,提升用户购买转化率
更新于 2025-04-17
社招算法开发岗
1. 从事用户增长方向的算法模型研发工作; 2.负责用户模型、权益投放、商品推荐、补贴等方向的算法工作(包括价值预测、购买预测、登端预测、意图识别等;权益投放:包括权益投放CTR、CVR模型、多目标优化等); 3. 设计算法模型,规范算法接口和评测流程,优化算法效率和效果。
更新于 2025-04-17
社招算法开发岗
【工作职责】 1)研发高鲁棒性的多模态导航算法架构,融合激光雷达/视觉/惯导等多传感器信息,构建动态环境认知与语义理解模型,开发自适应不同场景的导航策略框架。 2)优化实时运动控制系统:设计低延迟的路径规划与轨迹优化算法,研发动态避障与紧急制动机制,实现厘米级精度的运动控制。 3)构建智能决策系统:开发适应场景理解与行为预测的决策模块,实现复杂场景下的长期自主导航。 4)算法工程化落地:完成嵌入式平台移植与性能优化,设计系统级仿真验证方案,搭建全场景自动化测试体系。
更新于 2025-04-16