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Core Competencies
Role fitCore Competencies
Use this summary to align your resume positioning with the role.
Demonstrates expertise in Data Preprocessing, Model Training, and Performance Validation for AI models, with a strong focus on Model-Based Reinforcement Learning and Imitation Learning. Proficient in integrating and validating Motion Planning, Filtering, and Navigation algorithms in both simulation and real-world environments.
Highest-signal resume keywords
Python ProgrammingDeep Learning FrameworksModel-Based Reinforcement LearningMotion Planning AlgorithmsAI Model Validation
ATS Keywords
Tailor your resumeApplicant Tracking System Keywords
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Hard Skills
Data PreprocessingModel TrainingPerformance ValidationImitation LearningMotion PlanningKalman FilterParticle FilterCUDA OptimizationMachine LearningDeep Learning
Tools & Technologies
PyTorchJAX
Industry Keywords
AI SystemsSimulationReal Vehicle EnvironmentsNavigation Algorithms
Tech Stack
Tools & technologiesPythonPyTorch
About the role
Key responsibilities & impact- Data preprocessing, model training, and performance validation for end-to-end trajectory generation and decision-making models
- Model-Based Reinforcement Learning (MBRL) and Imitation Learning (IL) algorithm development and optimization
- Integration and validation of motion planning, filtering (e.g., Kalman Filter, Particle Filter), and navigation algorithms
- Support on-device optimization of deep learning models and planning pipelines using CUDA for real-time performance
- Validate AI models and algorithms in simulation and real vehicle environments
- Collaborate with perception, planning, and control teams to develop next-generation physical AI systems
Requirements
What you’ll need- 컴퓨터공학, 전자공학, 로봇공학, 항공우주공학 또는 관련 분야 석사 학위 이상 또는 이에 준하는 실무 경험
- Python 및 최신 딥러닝 프레임워크(PyTorch, JAX)를 활용한 AI 모델 개발 및 학습 경험
- Motion Planning, Filtering, Navigation 알고리즘에 대한 이론적 이해 및 구현 경험
- Simulation 또는 실제 Hardware 환경에서 AI 모델 및 알고리즘 검증 경험
- 머신러닝, 딥러닝 및 강화학습에 대한 이해
Benefits
Comp & perks- 국가 보훈 대상자 및 취업 보호 대상자는 관계 법령에 따라 우대합니다.
- 장애인 등록증 소지자를 우대합니다.
