
地平线【专项人才计划】编译优化-Agent算法实习生
校招全职软件序列地点:北京 | 上海状态:招聘
任职要求
教育背景:计算机,自动化,AI算法等相关专业在读硕士及以上学历。 AI与模型基础: 熟悉 PyTorch 或 TensorFlow 等深度学习框架的底层机制,了解大语言模型的工作原理和 Prompt 调优方法。 编程与算子基础: 精通 Python,具备良好的 C++ 编程基础;对计算机内存层级优化…
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工作职责
Agent 优化策略验证: 参与探索基于大模型 Agent 的编译优化闭环系统,尝试利用 LLM 进行自动化的代码分析、性能瓶颈定位和调优策略生成(Auto-Tuning)。 前沿模型结构分析: 深入分析当前主流及前沿的深度学习模型结构(特别是各类 Transformer 变体,以及包含 FlashAttention、Linear Attention 等特性的模型),提取其计算和访存特征,为底层算子优化提供指导。 高性能算子开发: 结合理论分析与 LLM 代码生成能力,参与编写和优化针对公司 AI 芯片的高性能算子,挑战极致的执行效率。 工具链生态沉淀: 协助开发基于 LLM 的内部辅助工具,优化编译团队的研发工作流。
包括英文材料
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/
学历+
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
Prompt+
https://cloud.google.com/vertex-ai/generative-ai/docs/learn/prompts/introduction-prompt-design
A prompt is a natural language request submitted to a language model to receive a response back.
https://learn.microsoft.com/en-us/azure/ai-foundry/openai/concepts/prompt-engineering
These techniques aren't recommended for reasoning models like gpt-5 and o-series models.
https://www.youtube.com/watch?v=LWiMwhDZ9as
Learn and master the fundamentals of Prompt Engineering and LLMs with this 5-HOUR Prompt Engineering Crash Course!
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.
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