Job
(Sr.) Data Scientist
Reference No.
22_3
Job Group
Research & Development
Job Family
Software Engineer
Job Level
Senior/Junior
Employment Type
Regular Full-time
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Mission and Job Duties
- This position is responsible for researching and developing advanced algorithms with the knowledge of data science or optimization to solve the real problems in the manufacturing process.
Roles and Responsibilitiess
- Lead or participate in the project which aims for solving diverse problems from the automotive industry covering acquiring data, algorithm development, and system implementation
- Drive research from concepts to feasible output to determine the viability of ideas that leverage the knowledge of data analytics or optimization.
- Acquire the state of the art technologies and present ways to use them for solving real-world problems
- Operate and develop models/services deployed in the manufacturing process
- Publishing papers in journals/conferences or applying for patents as a result of the research conducted
Job Requirements
Spirit - Attitude/Personality Needed to the Job
- Open-minded individual who seeks mutual growth with the company and is eager to develop data science models and algorithms
- Self-motivated and proactive personality
Background - Education / Working Experience
- Bachelor or Master degree in Industrial Engineering, Computer Science, Mathematics, or equivalent practical experience
- Total over two years of research or development experience in data analytics, or optimization
- Research experience in the manufacturing industry is preferred but not required.
Professional Skills - Knowledge & Skills & Others (Certification etc.)
- Experiences in publishing papers or articles from the research practices
- Programming skills to implement a novel idea and show their feasibility in the problem solving
- Data Analytics
- Experiences in the following: Regression/Classification/Clustering models, Large scale data analysis, Time series analysis, Forecasting models, or Kernel-based methods
- Expertise in machine learning or data mining frameworks such as PyTorch, TensorFlow, Scikit-learn, or MLlib
- Expertise in processing large scale datasets in distributed data frameworks (Hadoop, Spark, or Hive)
- Optimization
- Experiences in the following: mathematical modeling and algorithm development using Mathematical programming (Linear programming, Mixed-integer programming), (Meta)Heuristic algorithms, Stochastic Process, or Combinatorial Optimization
- Expertise in mathematical programming solvers including GUROBI, or CPLEX
Language Skills
- Fluent English
- Proficiency in Korean is preferred but not required