Research Engineer (Data Analyst)

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National University of Singapore

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Job Summary


Job Type
-

Seniority

Years of Experience
Information not provided

Tech Stacks
TensorFlow Relay Pandas PyTorch NumPy Java iOS Android Kotlin XML Python

Job Description

Job Description

In this position, you will be working on end-to-end data pipeline implementation from understanding research objectives, collecting data using cameras and wearable sensor technology, exploring methods of data analysis, cleaning and pre-processing of raw data, modelling data using Machine Learning/Deep Learning techniques, and sharing of insights to stakeholders using visualizations. Our research aims to understand passengersโ€™ sitting behaviours and preferences on a flight so as to improve their in-flight experience. Your key role includes gathering data from sensors in a cabin simulator, leveraging on predictive modelling, and providing meaningful insights. In your day-to-day, you will be working closely with engineers, design researchers, and the project manager.

Requirements

  • Bachelor's or Masterโ€™s degree (preferred) in Data Science, Computer Science, Engineering, and Mathematics, Statistics or any related field
  • Applied experience with statistical modelling (hypothesis testing), machine learning (supervised and unsupervised learning techniques) and modern deep learning architectures (CNNs, LSTMs).
  • Experience with at least one programming language (with a preference for those commonly used in machine learning or scientific computing such as Python)
  • Proficient in digital signal processing and data analysis
  • Familiar with embedded coding and iOS/Android app development using Kotlin, Java, XML
  • Experience exploring, analysing, and visualising data.
  • Hands-on experience using PyTorch, TensorFlow, Pandas, NumPy, Sklearn, or similar machine learning/scientific libraries.
  • Proficient in handling complex requirements and turn into computation logic.
  • Candidate should like reading documentation and research papers.
  • Able to communicate and relay Data Science solutions adequately to business stakeholders.
  • Candidate should be comfortable working on multiple projects and be in a dynamic environment.
  • Candidate should be able to work independently as well as be a team player.
  • Candidate is required to conduct research studies.
  • Must be willing and able to conduct research studies on weekends.

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