Research Associate (Computer Engineering/Computer Science/Electronics Engineering)

ntu; Singapore; On-site; SGD 60,000 - 90,000; Full time

Job summary

NTU Singapore's College of Computing and Data Science invites applications for a Research Associate to advance AI, vision-language research, and deep learning methods in real-world datasets.

The role focuses on developing visual reasoning methods for VQA, dialog, and captioning, along with causal inference tools and deep learning for computer vision in a collaborative research environment.

Qualifications

• Preferably Master in Computer Engineering, Computer Science, Electronics Engineering or equivalent
• Minimum 3 years of related work experience
• At least 1 topic-related publication in top-tier journals and conferences (CVPR, ICCV, ECCV, NeurIPS, ICML, AAAI, TPAMI, IJCV, TIP, TMM)
• Deep understanding of Machine Learning, Deep Learning, Computer Vision and Causal Inference
• Experience in at least one Deep Learning framework such as TensorFlow, PyTorch, MXNet and programming languages such as Python, Matlab, R and/or C/C++
• Demonstrated project experience in causal inference will be an advantage
• Good written and oral communication skills

Responsibilities

• Development of visual reasoning methods for vision and language (VQA, visual dialog, visual commonsense reasoning, captioning, object detection, video analysis)
• Development of causal reasoning tools (causal inference, counterfactual analysis, causal discovery)
• Development of deep learning methods on computer vision

Skills

Visual reasoning

Deep learning

Computer vision

Causal inference

Python

TensorFlow

PyTorch

Matlab

R

C/C++

Education

Master in Computer Engineering / Computer Science / Electronics Engineering or equivalent

Tools

TensorFlow

PyTorch

MXNet

Job description

Young and research-intensive, Nanyang Technological University, Singapore (NTU Singapore) is ranked among the world's top universities. NTU's College of Computing and Data Science (CCDS) is a leading college that is known for its excellent curriculum, outstanding and impactful research, and world-renowned faculty. Today, we are ranked #2 for AI and Computer Science by US News Best Global Universities; and #8 for Data Science and AI by QS World University Ranking.

A hot bed of cutting-edge technology and groundbreaking research, the College aims to groom the next generation of leaders, thinkers, and innovators to thrive in the digital age. Located in the heart of Asia, NTU's College of Computing and Data Science is an 'exciting place to learn and grow'. We welcome you to join our community of faculty, students and alumni who are shaping the future of AI, Data Science and Computing.

The College of Computing & Data Science (CCDS) invites applications for the position of Research Associate .

Key Responsibilities:

• Development of visual reasoning methods for vision and language, including visual question answering, visual dialog, visual commonsense reasoning, visual captioning, object detection, video analysis.
• Development of causal reasoning tools, including causal inference, counterfactual analysis, causal discovery.
• Development of deep learning methods on computer vision.

Job Requirements:

• Preferably Master in Computer Engineering, Computer Science, Electronics Engineering or equivalent
• Minimum 3 years of related work experience.
• At least 1 topic-related publications in top-tier journals and conferences, including CVPR, ICCV, ECCV, NeurIPS, ICML, AAAI, TPAMI, IJCV, TIP, TMM.
• Deep understanding of the theory of Machine Learning, Deep Learning, Computer Vision and Causal Inference.
• Experience in at least one Deep Learning framework such as Tensorflow, Pytorch, MXNet and Programming Languages such as Python, Matlab, R and/or C/C++.
• Demonstrated project experience related to causal inference will be an advantage.
• Good written and oral communication skills.

Hiring Institution: NTU