字节跳动算法工程师-风控
校招全职A86858地点:深圳状态:招聘
任职要求
1、2026届获得本科及以上学历,计算机、机器学习和模式识别相关专业者优先; 2、热爱计算机科学和互联网技术,对人工智能类产品有浓厚兴趣; 3、具备优秀的编码能力,熟悉Linux开发环境,熟悉C++和Python语言优先; 4、有扎实的数据结构和算法功底,熟悉机器学习、自然语言处理、数据挖掘、分布式计算、计算机视觉、计算机图形中一项或多项; 5、优秀的分析问题和解决问题的能力,对解决具有挑战性问题充满激情。
工作职责
团队介绍:风控研发团队致力于解决各个产品(包括抖音、今日头条等)面临的各种黑灰产对抗问题,涵盖内容、交易、流量、账号等多个方面的风险治理领域。利用机器学习、多模态、大模型等技术对用户行为、内容进行理解,从而识别潜在的风险和问题。不断深入理解业务和用户行为,进行模型和算法创新,打造业界领先的风控算法体系。 1、负责字节跳动各产品(包括抖音、今日头条等)各种作弊风险的发现与治理,包括内容、交易、流量、账号等方面的风险; 2、通过指标监控归因,及时感知风险及业务的变化,主动识别潜在攻击,持续优化调整风控方案,并推动风控治理建设及业务模式调整; 3、通过CV、NLP、大语言模型、多模态大模型、表征学习、图模型、深度学习、迁移学习、多任务学习等技术,提升问题发现的效率,从而快速阻断风险,优化平台的各项生态指标; 4、挖掘和分析海量内容和用户行为进行用户长短期画像建设,提升模型的精准性和召回面; 5、结合各场景业务(抖音短视频、电商、直播、生活服务、用户增长等)特性,进行模型和算法创新,打造业界领先的风控算法体系。
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.
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.
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
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
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.
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/
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.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
OpenCV+
https://learnopencv.com/getting-started-with-opencv/
At LearnOpenCV we are on a mission to educate the global workforce in computer vision and AI.
https://opencv.org/university/free-opencv-course/
This free OpenCV course will teach you how to manipulate images and videos, and detect objects and faces, among other exciting topics in just about 3 hours.
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社招A183106
1.负责集团多个业务平台的风控能力建设,结合风控专业知识,推进风控模型体系的建设,并参与模型应用策略的制定、监测和优化,以提升平台的风控能力。 2.负责设计并验证反黄牛,反欺诈,反作弊,发爬虫等风险能力的建设,针对不同业务场景设计对应的风险防控策略与能力体系建设。 3.风控体系规划与设计,风险识别与治理:负责多个业务平台风控体系的规划、设计和落地,风控接入方案制定,推动风控策略的落地执行。 4.负责多个平台业务线数据分析,运用数据分析工具和方法进行深入分析,为风控策略的制定和优化提供数据支持。
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