字节跳动广告算法工程师-巨量千川(引流电商)
社招全职3年以上A156472地点:北京状态:招聘
任职要求
1、计算机、自动化、运筹学、统计学等相关专业硕士或博士,或本科有3年及以上工作经验; 2、扎实的机器学习、深度学习、运筹优化理论和实践经验,熟悉深度学习算法(CNN、RNN、LSTM、MTL 等); 3、熟悉至少一种主流深度学习编程框架(Pytorch、 TensorFlow 等),熟悉其底层架构和实现机制; 4、有扎实的编程基础,良好的编程风格和工作习惯,熟练掌握C/C++、Java、Python等至少一门语言; 5、有激情、不畏难、乐于挑战,具有良好的团队合作意识、理解沟通能力以及独立解决问题的能力。 加分项: 1、在广告、推荐、搜索、增长营销等大规模业务上有过多年的优化经验; 2、在顶级会议(CCF - A 类,如 ICML、NIPS、ICLR、AAAI、IJCAI、KDD、Recsys、SIGIR 等)上发表过论文; 3、有过深度学习编程框架开源社区经验。
工作职责
团队介绍:负责抖音集团中国区非闭环电商广告分发相关优化,包括平台电商、引流电商。我们通过模型算法、出价算法、自动化算法、投放策略等手段,提升客户的投广的效果和体验,从而提升广告长期收入。 1、模型算法:负责非闭环电商召回、粗排、精排等模块的CTR、CVR、LTR、GMV等模型优化工作,使用DIN、SIM、Transformer、Automl等技术极致的提升这些模型效果,从而提升非闭环电商收入; 2、出价算法:负责非闭环电商出价优化工作,包括下单出价、支付ROI出价、UBX自动化高维组合出价等相关产品的出价优化工作,使用PID等控制学理论、监督学习、强化学习等技术提升出价效果,从而提升非闭环电商收入; 3、自动化算法:负责非闭环电商自动化投放优化工作,包括自动化新建计划、自动化关停计划、素材创意自动化生产&组合等工作,使用增益建模、监督学习、强化学习、AIGC等技术提升自动化投放效果,从而提升非闭环电商收入; 4、投放策略:负责非闭环电商投放策略相关工作,包括DPA投放、用户体验、大促策略、新品拓品策略、新客策略等优化工作,需要深入理解业务,配合产品设计线上策略,优化客户投广效果和体验。
包括英文材料
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
运筹优化+
https://medium.com/gousto-engineering-techbrunch/an-introduction-to-operations-research-5a9e898b6c60
Operations research (OR) is a scientific approach to determining the optimal solution to a defined business problem.
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/
LSTM+
https://colah.github.io/posts/2015-08-Understanding-LSTMs/
Humans don’t start their thinking from scratch every second.
https://d2l.ai/chapter_recurrent-modern/lstm.html
The term “long short-term memory” comes from the following intuition.
https://developer.nvidia.com/discover/lstm
A Long short-term memory (LSTM) is a type of Recurrent Neural Network specially designed to prevent the neural network output for a given input from either decaying or exploding as it cycles through the feedback loops.
https://www.youtube.com/watch?v=YCzL96nL7j0
Basic recurrent neural networks are great, because they can handle different amounts of sequential data, but even relatively small sequences of data can make them difficult to train.
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
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.
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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
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.
ICML+
https://icml.cc/
ICLR+
https://iclr.cc/
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