小红书广告基础模型算法工程师-商业算法
社招全职3-5年策略算法地点:北京 | 上海 | 杭州状态:招聘
任职要求
1. 计算机相关专业优先; 2. 具备优秀的编码能力,扎实的数据结构和算法功底,至少熟练java/python/golang/c++其中一种开发语言,熟练掌握tensorflow/pytorch; 3. 熟悉机器学习、数据挖掘、NLP、多模态等一个或多个领域,有计算广告、推荐系统、搜索引擎等相关经验者优先; 4. 有广告/推…
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工作职责
1.广告基座大模型构建:负责广告基座大模型的构建与优化,推动CTR/CVR/LTR等传统模型范式的升级,探索多维度Scaling Law、序列生成式建模、广告LLM/多模态大模型建模等前沿方向,构建大模型时代下广告系统的新模型体系与迭代范式。 2.Scaling Law与序列生成式建模:探索广告系统面向Scaling Law、序列生成式的升级演化,包括全域超长序列端到端建模、序列的多模态Tokenizer设计、模型Scaling Up等广告大模型核心技术,并协同AI Infra团队完成架构升级。 3.广告LLM/多模态大模型建模:探索广告LLM和广告多模态大模型的建模方式,增强广告内容理解、用户意图理解、知识推理能力,推动模型从“判别式”向“生成式推理”范式演进。 4.跨链路、跨业务One Model大模型:探索跨链路、跨业务的基座One Model大模型,统一建模多场景、多目标广告系统,提升模型泛化能力与整体变现效率。 5.AI Agent自动化研究迭代范式:探索AI Agent自动化研究新迭代范式,推动广告模型研发从人工驱动向智能体驱动的自动化、自适应演进。 (满足以上任一方向即可)
包括英文材料
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
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/
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.
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.
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程!从开始到结束不到一个小时,包括如何在Go中构建API的完整演示。没有多余的内容,只有你需要知道的知识。
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
还有更多 •••