长鑫存储大模型算法实习生-Large Model Algorithm Trainee Intern(J19017)
实习兼职研发技术类地点:合肥状态:招聘
任职要求
1. 教育背景与专业知识:计算机科学、电子工程、微电子等相关专业,硕士或博士在校生,优秀的本科生也可考虑; 2. 专业技能与资格:熟悉深度学习基础理论,有多模态大模型、计算机视觉、自然语言处理等相关项目经验;熟练掌握Python,能使用PyTorch或TensorFlow等深度学习框架;了…
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工作职责
1. 多模态大模型研发:参与芯片领域多模态大模型(MLLM)的研发,探索大模型在EDA工具、电路设计、版图优化等场景的应用; 2. 智能体机制构建:协助构建芯片设计领域Agent的长短期记忆机制和自进化能力; 3. 工具集成与优化:参与大模型在EDA工具中的集成与优化,探索AI辅助芯片设计的新方法; 4. 前沿跟踪与论文产出:跟踪学术界和工业界最新进展,复现和改进前沿算法,撰写高质量学术论文,推动在NeurIPS、ICLR、ICML、CVPR、ACL、ICCAD等顶级会议投稿; 5. 业务落地协作:与EDA业务方紧密合作,推动MLLM在实际芯片设计流程中的落地应用。
包括英文材料
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
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.
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.
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.
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