长鑫存储AI 应用实习生-AI Application Trainee Intern(J19227)
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:计算机等理工相关专业,有明确意愿从事半导体行业; 2. 专业技能与资格:拥有机器学习相关背景,熟悉常见的机器学习算法(如线性回归、逻辑回归、决策树、随机森林、神经网络等),了解TensorFlow、PyTorch等至少一种深度学习框架者优先;具备数据处理与分析能力,熟悉…
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工作职责
1. 核心算法优化:参与半导体领域核心算法优化工作,包括但不限于基于机器或深度学习进行异常检测、时序建模、图像算法等构建; 2. 算法效率与精度提升:协助团队提升算法运行效率与精度,解决实际业务中的技术难题; 3. 数据建模与分析:负责半导体相关数据的建模与分析,收集、清洗、预处理半导体生产过程数据、器件测试数据等,运用数据挖掘技术挖掘数据背后的规律与关联,为业务决策提供数据支撑; 4. 文档撰写:协助团队完成算法与模型的文档撰写工作,包括技术方案文档、实验报告、模型说明文档等,确保技术成果的可追溯性与可复用性; 5. 前沿技术跟踪:跟踪半导体领域算法与机器学习技术的前沿动态,参与技术研讨,为团队技术创新提供思路与建议。
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.
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/
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.
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
还有更多 •••