阿里巴巴日常实习生-网络安全大模型算法
实习兼职阿里巴巴日常实习生地点:北京 | 杭州状态:招聘♡ 收藏
工作描述
任职要求 1. 计算机科学、信息安全、人工智能或相关专业硕士/博士在读,具备扎实的机器学习与深度学习基础; 2. 熟悉大语言模型(LLM)与多模态大模型(VLM)的主流架构、改进方案及预训练、SFT、GRPO、PPO、Agentic RL 等训练范式,并有实际项目或研究经历; 3. 拥有网络安全领域知识基础,了解常见攻击手法、防御机制、日志分析或漏洞原理; 4. 具备良好的编程能力(Python 为主),熟悉 PyTorch/TensorFlow 等主流框架,并能熟练使用 DeepSpeed/Megatron 及其变体进行大规模 LLM 训练调优; 5. 具备较强科研素养,能独立阅读论文、复现算法并设计严谨对比实验; 6. 对代码智能、漏洞挖掘、攻防对抗等方向有浓厚兴趣。 加分项(满足其一即可): 1. 在 CyberGym、ExploitBench、SecCodeBench、SWE-Bench 等 Cyber/Code Bench 上有过大模型训练或评测实践经历; 2. 有代码大模型训练经验,或在软工领域(如 SWE-Bench、Repo-level Code Repair)有 Agentic RL 相关研究/工程经验; 3. 熟悉逆向工程、二进制分析或程序静态/动态分析工具(如 IDA、Ghidra、Frida、angr 等); 4. 具备 CTF …
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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.
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
SFT+
https://cameronrwolfe.substack.com/p/understanding-and-using-supervised
Understanding how SFT works from the idea to a working implementation...
GRPO+
https://cameronrwolfe.substack.com/p/grpo
Most early work on RL for LLMs used Proximal Policy Optimization (PPO) as the default RL optimizer, but recent reasoning research relies upon Group Relative Policy Optimization (GRPO).
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.
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.
DeepSpeed+
[英文] Getting Started
https://www.deepspeed.ai/getting-started/
DeepSpeed model training is accomplished using the DeepSpeed engine.
https://www.youtube.com/watch?v=pDGI668pNg0
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
还有更多 •••
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