哔哩哔哩游戏算法工程师【2026届】
实习兼职技术类地点:上海状态:招聘
任职要求
1.掌握数据分析方法,熟练使用SQL、Python等数据分析工具,有较好的数据敏感度和洞察力。具备一定的代码开发能力,至少能熟练掌握一门C++/Java等面向对象编程语言。 2.深入理解常见机器学习算法,熟悉深度学习框架,能通过数据挖掘有效识别游戏安全领域各类作弊风险(如羊毛党、同步器、外挂、广告拉人等)并进行打击和风险控制。 3.熟悉Transformer模型及其变种原理与架构,熟悉预训练、微调、对齐、模型蒸馏、量化等技术,对大模型和AI技术应用落地有强烈好奇心,能通过快速学习掌握新技术。 4.责任感强,具备较强的逻辑思维、沟通和团队协作能力。 5.热爱游戏,有rpg、slg、棋牌类等任一类型游戏的基础。
工作职责
1.负责B站游戏业务安全相关数据统计、分析、挖掘工作。 2.通过玩家画像、行为轨迹、团伙关系等方式,探索大模型与黑产特征融合在业务安全领域的结合,达到游戏安全场景对深度推理、指令跟随等能力的增强要求。 3.持续跟踪AI大模型领域(如openAI、Llama、Deepseek等)在安全领域的前沿进展,不断探索新的算法和模型架构,提升安全大模型的竞争力。 4.与产品、运营、数据等团队紧密合作,帮助优化业务决策过程。
包括英文材料
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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
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.
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/
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
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