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西门子 数字化工业 人工智能研究员 (强化学习和深度学习)

Job Description

Position Overview

This position develops AI solutions and proofs of concept in the field of industrial production and engineering systems. As part of an innovative team you perform applied research with a focus on Machine Learning technologies (e.g. Deep Reinforcement Learning, Time Series Prediction ). Thereby, close collaboration with the business units of Siemens Digital Industries is required.

This is a position within a new agile team of Technology & Innovations department of Siemens Digital Industries, Factory Automation.

Responsibilities

·       Working with business unit (e.g. product managers, business development, system architects) to identify AI use cases and understand requirements.

·       Implementation of proofs of concept, and investigation and implementation of different AI solution alternatives.

·       Investigation of the latest AI technologies and assessment of their benefits.

·       Application of AI technologies to real-world problems in industrial use cases (e.g. automation, control, etc.)

Required Knowledge / Skills, Education, and Experience

·       Strong independent AI technical survey ability and implementation skills. Able to review and implement state of art.

·       Good at source code reading and incremental development ability

·       Strong programming skills (Python is a must)

·       Good mathematics understanding (linear algebra, probability and statistic, convex optimization)

·       Knowledge in both classic machine learning and deep learning

·       Knowledge in (deep) reinforcement learning related algorithms (model-based and model-free RL, on- and off-policy learning, inverse-RL, etc.), understand the design motivations of these algorithms.

·       Familiar with scikit-learn, pytorch, tensorflow or other related frameworks/libraries.

·       Excellent interpersonal and communication skills in English (verbal & written).

 

Knowledge as a Plus

·       Knowledge of advanced control/robotics such as (MPC, LQR, Bayesian Filter/Smoother, etc.)

·       Knowledge of data efficient learning (metric-learning, meta-learning, etc.)



Organization: Digital Industries

Company: Siemens Ltd., China

Experience Level: Early Professional

Job Type: Full-time

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