西门子AI 高级咨询顾问(智能制造方向)
社招全职3-5年研发地点:上海 | 北京状态:停招♡ 收藏
工作描述
任职要求 : 1. 教育背景 •统计学、人工智能、 计算机科学或相关专业本科及以上学历;硕士优先。 2. 技能与经验 • 3-5 年机器学习 / 深度学习实战经验,精通 Python 及主流框架(PyTorch /Scikit-learn)。 • 在以下至少 1-2 个领域有落地案例: o 计算机视觉(缺陷检测、目标分割/跟踪、OCR) o 时间序列分析 & 预测性维护(FFT、LSTM、Transformer、AutoEncoder 等) o 强化学习 / 运筹优化(动态排产、工艺参数寻优) • 熟悉制造业常见系统与协议:MES、SCADA、PLC、OPC-UA、Modbus 等。 • 具备模型工程化与 DevOps/MLOps 实践(Docker、Kubernetes、CI/CD、监控告警)。 • 掌握 SQL,了解至少一种时序或列式数据库(InfluxDB、TimescaleDB、ClickHouse 等)。 3. 软技能 • 良好的业务沟通与需求分析能力,可与设备、工艺、质量、IT 等多部门协同。 • 强烈的结果导向、数据驱动思维,乐于在复杂、动态的工业环境中快速迭代。 • 具备撰写技术文档、培训内部用户的能力。 4. 加分项 • 有自动化生产线、数字孪生、工业互联网平台开发经验。 • 参与过工业 AI 相关论文/专利/开源项目。 • 了解 Six Sigma、TPM、Lean Manufacturing 等制造业改进方法论。 You'll benefit from • Diverse and inclusive culture, doing the work you like with people who appreciate it. • Systematic career development platform, various trainin…
登录查看完整工作描述
微信扫码,1秒登录
包括英文材料
学历+
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.
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.
Scikit-learn+
https://www.ibm.com/think/topics/scikit-learn
Scikit-learn, or sklearn, is an open source project and one of the most used machine learning (ML) libraries today.
https://www.youtube.com/watch?v=SIEaLBXr0rk
Today we to a crash course on Scikit-Learn, the go-to library in Python when it comes to traditional machine learning algorithms (i.e., not deep learning).
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.
OCR+
https://www.ibm.com/think/topics/optical-character-recognition
Optical character recognition (OCR) is a technology that uses automated data extraction to quickly convert images of text into a machine-readable format.
https://www.youtube.com/watch?v=or8AcS6y1xg
Optical character recognition (OCR) is sometimes referred to as text recognition.
LSTM+
https://colah.github.io/posts/2015-08-Understanding-LSTMs/
Humans don’t start their thinking from scratch every second.
https://d2l.ai/chapter_recurrent-modern/lstm.html
The term “long short-term memory” comes from the following intuition.
https://developer.nvidia.com/discover/lstm
A Long short-term memory (LSTM) is a type of Recurrent Neural Network specially designed to prevent the neural network output for a given input from either decaying or exploding as it cycles through the feedback loops.
https://www.youtube.com/watch?v=YCzL96nL7j0
Basic recurrent neural networks are great, because they can handle different amounts of sequential data, but even relatively small sequences of data can make them difficult to train.
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
还有更多 •••
相关职位

社招5年以上产品
1、5 年及以上产品经理经验,有独立负责产品方向、核心业务模块或从 0 到 1 项目的经历。 2、具备较强的策略产品能力,能够从模糊目标中定义问题,识别关键矛盾,制定优先级,并对一个方向的长期结果负责
更新于 2026-08-10北京

社招3年以上产品&运营类
岗位背景: 我们正在寻找一位具备AI视频创作与IP产品经验的高级产品经理,负责围绕角色IP资产建设移动端产品能力,推动IP内容从创作、分发到商业化的完整闭环。 岗位职责: · 负责移动端IP产品体系建
更新于 2026-08-28北京
社招5-10年
1、基本条件 全日制本科、硕士学历;人工智能、计算机科学、数学专业 5年以上AI算法/模型开发经验,2年以上AI架构设计经验 有中大规模AI平台的架构设计和落地经验 2、硬性技能 AI框架与工具:精
更新于 2026-09-17深圳