西门子Expert Research Scientist on Polyfunctional Robot Perception & AI
社招全职5-10年研发地点:上海 | 苏州状态:招聘
工作描述
任职要求
The Opportunity: Expert Research Scientist on Polyfunctional Robot Perception & AI
Are you a trailblazing researcher with a deep passion for enabling robots to truly "see," "understand," and "reason" about the world around them? Do you thrive on pushing the boundaries of perception, machine learning, and artificial intelligence to empower complex robotic systems with unprecedented autonomy and adaptability in dynamic industrial environments?
We are seeking an outstanding and highly innovative Expert Research Scientist on Polyfunctional Robot Perception & AI to join our core research team. In this pivotal role, you will be instrumental in the research, design, development, and deployment of advanced perception and AI algorithms that allow our next generation polyfunctional robots to perceive their surroundings, interpret complex scenes, make intelligent decisions, and learn from experience. This is about giving our robots the cognitive capabilities to excel in challenging, unstructured industrial settings.
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What You Will Do:
• Lead Perception & AI Research: Drive cutting-edge research in robot perception and AI, focusing on developing novel algorithms and methodologies for polyfunctional robots operating in industrial environments.
• Sensor Data Fusion: Design and implement advanced sensor fusion techniques (e.g., Kalman filters, particle filters, deep learning-based fusion) to combine data from various modalities (e.g., LiDAR, cameras, depth sensors, force/torque sensors) for robust state estimation and environmental understanding.
• Object Detection, Recognition & Tracking: Develop and optimize algorithms for real-time object detection, recognition, pose estimation, and tracking of known and unknown objects, including deformable objects and those in cluttered scenes.
• Scene Understanding & Semantic Mapping: Research and develop methods for semantic scene understanding, 3D reconstruction, dynamic environment mapping, enabling robots to build rich, actionable representations of their surroundings.
• AI-driven Task Planning & Decision Making: Develop AI algorithms for high-level task planning, decision-making under uncertainty, and intelligent behavior generation, leveraging perception outputs for adaptive robot autonomy.
• Machine Learning for Robotics: Apply and advance machine learning techniques (e.g., deep learning, reinforcement learning, imitation learning) for various perception and AI challenges, including learning from demonstration and continuous self-improvement.
• Performance Evaluation & Benchmarking: R…登录查看完整工作描述
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包括英文材料
Excel+
https://edu.gcfglobal.org/en/excel/
In this free Excel tutorial, learn how to create formulas and charts, use functions, format cells, and do more with your spreadsheets.
https://www.youtube.com/watch?v=wbJcJCkBcMg
This is the beginning Excel course that you've been waiting for! Learn everything you need to effectively use Excel by watching just one video.
学历+
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.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
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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