字节跳动运筹优化研究员-基础技术
社招全职A81673地点:北京状态:招聘
任职要求
1、具有博士学位,具备优秀的研究背景,在Data/系统/AI领域的顶会(CCF-A)有一作论文; 2、具备扎实的运筹学理论基础,精通线性规划、整数规划、组合优化等领域知识,熟练掌握至少一种商业或开源求解器(如Gurobi、CPLEX、CP-SAT等);熟悉常用的(元)启发式算法(如遗传算法、模拟退火等);有实际落地经验; 3、具备优秀的工程实现能力和代码规范,熟练使用Python/C++/Java等…
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工作职责
1、面向“AI数据中心”和“云计算资源调度”等场景,理解业务需求并抽象数学模型,设计和开发高效的精确算法/启发式算法/元启发式算法进行求解; 2、探索“AI for OR”,在运筹优化算法链路中落地LLM和Agent技术,包括但不限于基于自然语言的决策引擎入口、算法结果可解释性增强。
包括英文材料
学历+
Gurobi+
https://gurobi-machinelearning.readthedocs.io/en/stable/user/start.html
A Python package to help use trained regression models in mathematical optimization models.
https://www.youtube.com/watch?v=Er5RM06D9i8&list=PLHiHZENG6W8B_65-Unq-G59PtQtEc1Xj4
This session will provide a brief overview of the training.
CPLEX+
https://home.engineering.iastate.edu/~jdm/ee458/CPLEX-GettingStarted2017.pdf
Describes the components of CPLEX: Interactive Optimizer, Concert Technology, Callable Library.
https://www.ibm.com/docs/en/icos/22.1.2?topic=ide-getting-started-tutorial
A tutorial in which you launch the IDE, create an empty project, enter an OPL model, add data, add a settings file, create run configurations and execute them.
https://www.youtube.com/watch?v=70HH-GNR9uM
Introduction to CPLEX OPL, Work Environment, Creating a new project, run configuration, data and model files.
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/
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.
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 •••