腾讯科恩实验室-威胁情报算法工程师
社招全职CSIG技术地点:上海状态:招聘
任职要求
1.对机器学习、深度学习等有较好的理解和掌握,在自然语言处理、大数据分析等人工智能领域有较丰富的项目或科研经验,能独立开展研究工作; 2.有扎实的计算机学科基础知识储备,有算法在网络安全场景落地应用的相关技术知识或项目经验; 3.工程素养佳,对算法应用的后台研发流程有清晰的认识。 加分项 1.有过 HIDS/EDR/SOC/SIEM 等安全产品算法研发经验者优先; 2.在同等条件下,通过腾讯云认证或取得同等资格认证的候选人,我们会优先考虑。
工作职责
1.ACM类算法、图数据挖掘算法、机器学习算法及大模型技术等,在威胁情报领域的应用研究; 2.海量二进制文件的成分分析、相似度比对、样本家族分类、样本聚类检索等算法研发; 3.威胁情报知识图谱的构造,图数据挖掘,恶意IOC传播与识别等算法研发; 4.基于主机/终端行为日志的威胁检测调查狩猎等算法研发; 5.基于 LLM/Agent/RAG 等大模型技术的威胁检测分析研判应用研发。
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.
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.
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
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/
SOC+
https://www.arm.com/resources/education/books/modern-soc
The aim of this textbook is to expose aspiring and practising SoC designers to the fundamentals and latest developments in SoC design and technologies using examples of Arm Cortex-A technology and related IP blocks and interfaces.
https://www.arm.com/resources/education/education-kits/introduction-to-soc
To produce students with solid introductory knowledge on the basics of SoC design and key practical skills required to implement a simple SoC on an FPGA and write embedded programs targeted at the microprocessor to control the peripherals.
https://www.youtube.com/watch?v=dokgLSAhqHI
A key part of the digital innovation revolution has been the embrace of the SoC, or system-on-chip.
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