快手广告算法工程师
校招全职J1006地点:北京 | 杭州状态:招聘
任职要求
1、硕士及以上学历,博士优先,计算机、模式识别、人工智能、自动化、软件工程、电子工程、信息安全等专业; 2、熟悉常用机器学习算法,对模式识别、概率统计、最优化等算法原理及应用,有扎实的基础; 3、熟悉C/C++、Java、Python等至少一门编程语言,有较强动手能力,了解目前常见的机器学习或者深度学习框架; 4、在ICML、KDD、AAAI、IJCAI、ICLR、SIGIR等机器学习领域会议或期刊以第一作者发表过文章,或者有相关的开源项目贡献经验优先; 5、参加国内外机器学习比赛,TOP 10成绩者优先。 *本岗位(北京)简历稀缺。
工作职责
1、广告算法策略包含深度学习、强化学习、大数据、数据挖掘、并行优化、策略机制等多个方向; 2、负责机器学习的算法和模型开发,包括:DNN、超参数优化、学习和优化方法等; 3、负责海量数据的分析和挖掘工作,构建用户画像模型,提升CTR、CVR; 4、对机器学习尤其是深度学习前沿问题进行探索与研究; 5、对推荐系统、自然语言处理、图像处理等领域提供模型支持。
包括英文材料
学历+
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
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.
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/
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
ICML+
https://icml.cc/
ICLR+
https://iclr.cc/
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