MMLab@NTU
mmlab-ntu.com
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Overview
MMLab@NTU is an academic research laboratory housed within Nanyang Technological University (NTU Singapore). Founded in 2018 and led by prominent faculty including Prof. Chen Change Loy and Prof. Ziwei Liu, the lab comprises roughly 40 researchers pioneering artificial intelligence, computer vision, multimodal foundation models, spatial intelligence (3D/4D generation), and embodied AI (vision-language-action robotics).
News
NEO-unify: Building Native Multimodal Unified Models End to End
A Blog post by SenseNova on Hugging Face
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Report
Report
Report
Technologies
Tech DNA
Python
C++
SQL
PyTorch
TensorFlow
ROS
AWS
GCP
Azure
LLM
Claude
ChatGPT
AI/ML
Python
C++
SQL
MATLAB
Multimodal AI
PyTorch
AWS
NLP
CI/CD
GCP
Copilot
AI Agents
LLM
Computer Vision
Docker
Azure
RAG
Claude
Cursor
TensorFlow
Git
Kubernetes
Terraform
Fine-tuning
Reinforcement Learning
Edge AI
Platform Engineering
Prompt Engineering
LocalAI
Ray
Transformers
vLLM
Gradio
OpenCV
LLM Evaluation
LLM Guardrails
Hugging Face
PyTorch C++
IAM
GitHub
ChatGPT
Federated Learning
Airflow
Dagster
Spark
Model Context Protocol
SGLang
TensorRT
TensorRT-LLM
MLFlow
Weights & Biases
Gemma
Llama
Ollama
Qwen
Self-Supervised Learning
Knowledge Graph
Time Series Forecasting
Recommender Systems
Transfer Learning
Automatic1111
ComfyUI
Stable Diffusion
PyQt
TensorFlow C++
Incident Management
Vector
AIOps
SLI/SLO/SLA
Ansible
GitOps
Grafana
Helm
Prometheus
HPC
GitLab
Hallucination
NumPy
Scikit-learn
Semantic Search
BERT
Robotics
Rust
ROS
Reinforcement Learning
AirSim
ArduPilot
Gazebo
MAVLink
Obstacle Avoidance
Path Planning
Isaac Gym
Sim-to-Real
COLMAP
MoveIt
Perception
Hardware
Verilog
SystemVerilog
VHDL
Cadence Virtuoso
Xilinx Vivado
Backend
C#
Node JS
.NET
Rest API
GraphQL
Security
JavaScript
Bash
ISO 27001
MITRE ATT&CK
Least Privilege
OWASP Top 10
GDPR
Other
TypeScript
Fortran
React.js
Adobe Illustrator
Power BI
Jira
Power Apps
QlikSense
Power Automate
UiPath
Stack modernity
84/100
How modern this stack is, based on technology relevance, AI adoption and the share of legacy tools.
In-demand technologies
Python
25 jobs
Required
C++
9 jobs
Required
Multimodal AI
9 jobs
Required
AWS
8 jobs
Required
PyTorch
8 jobs
Required
GCP
7 jobs
Required
NLP
7 jobs
Required
CI/CD
7 jobs
Required
Salary medians are calculated from this company's open jobs and compared with the market.
Industry adoption
Python
21%
JavaScript
16%
CI/CD
16%
AWS
16%
AI Agents
15%
Kubernetes
15%
Share of companies in the same industry that use each technology.
Stack changes
Perception
Sep 2026
MoveIt
Sep 2026
Stable Diffusion
Sep 2026
ComfyUI
Sep 2026
Automatic1111
Sep 2026
Transfer Learning
Sep 2026
Fortran
Sep 2026
Power Apps
Aug 2026
Technologies recently added to or removed from this company's stack - a signal of tech migrations and new initiatives.
Weekday
Booz Allen Hamilton
NVIDIA
Bosch
Jobgether
Qualcomm
Growth
Hiring Momentum
59/100
Growing
Open positions
45
1 opened / 0 closed in 30 days
Median time-to-fill
21 days
faster than 51% of the market
ATS activity
Every ~11 hours
Today
Hiring Dynamics
+100%
Hiring Focus
The percentage next to each role is its share of the company's job openings over the last 90 days; the arrow shows the shift versus the previous period.
AI/ML
39% ▼
Analytics
16% ▲
Data Science
11% ▲
Security
11% ▼
Executive
11% ▲
Backend
3% ▲
Actively hiring for AI/ML (+6 in 30 days)
Activity Timeline
Added Power Apps to stack
Aug 2026
Added UiPath to stack
Aug 2026
Added Power Automate to stack
Aug 2026
Added Recommender Systems to stack
Aug 2026
Added GitLab to stack
Aug 2026
Added GitHub to stack
Aug 2026
Added Time Series Forecasting to stack
Aug 2026
Added Least Privilege to stack
Aug 2026
Added Knowledge Graph to stack
Aug 2026
Added Hugging Face to stack
Aug 2026
Added HPC to stack
Aug 2026
Added LLM Guardrails to stack
Aug 2026
Jobs
In office • Full-Time • Master's Degree • Singapore
C++
Python
Multimodal AI
Reinforcement Learning
Robotics
MoveIt
Perception
Reinforcement Learning
ROS
Apply
Research Assistant (Building a Local AI Personalized assistant for Hand Drawn Animation Artist with ComfyUI)
Verified live · 5 hours ago 8 hours agoIn office • Full-Time • Bachelor's Degree • Singapore
Automatic1111
ComfyUI
Gradio
LocalAI
Stable Diffusion
Apply
≈ $100k – $226k per year (Estimated) • In office • Full-Time • 1+ year exp • Singapore
Fortran
MATLAB
Python
Reinforcement Learning
Transfer Learning
Apply
AI Safety Research Associate (Computational Linguistics/Computer Science)
Verified live · 5 hours ago 7 days agoIn office • Full-Time • Master's Degree • Singapore
Python
Gemma
Llama
LLM
NLP
Ollama
Qwen
vLLM
LLM Guardrails
Apply
Research Engineer II (Computer Science/Robotics/Artificial Intelligence/Electrical Engineering)
Verified live · 5 hours ago 7 days ago≈ $83k – $230k per year (Estimated) • In office • Full-Time • Master's Degree • Singapore
C++
Python
PyTorch C++
AI/ML
Computer Vision
Multimodal AI
PyTorch
Reinforcement Learning
Robotics
Isaac Gym
Reinforcement Learning
ROS
Sim-to-Real
Apply
≈ $53k – $132k per year (Estimated) • In office • Full-Time • 3+ years exp • Bachelor's Degree • Singapore
C#
.NET
AI/ML
Copilot
DevOps
GitHub
Analytics
Power BI
Management
Jira
Power Apps
Apply
≈ $135k – $290k per year (Estimated) • In office • Full-Time • 15+ years exp • Bachelor's Degree • Singapore
Apply
≈ $77k – $199k per year (Estimated) • In office • Full-Time • 8+ years exp • Bachelor's Degree • Singapore
Federated Learning
Apply
≈ $69k – $177k per year (Estimated) • In office • Full-Time • 3+ years exp • Bachelor's Degree • Singapore
ISO 27001
Apply
≈ $66k – $195k per year (Estimated) • In office • Full-Time • Bachelor's Degree • Singapore
C++
MATLAB
Python
AI Agents
Robotics
AirSim
ArduPilot
Gazebo
MAVLink
Obstacle Avoidance
Path Planning
ROS
Apply
≈ $36k – $93k per year (Estimated) • In office • Full-Time • 2+ years exp • Singapore
ChatGPT
Copilot
Apply
≈ $78k – $216k per year (Estimated) • In office • Full-Time • 4+ years exp • Singapore
Python
Computer Vision
Fine-tuning
LLM
LocalAI
NLP
Prompt Engineering
RAG
Edge AI
DevOps
AWS
Azure
CI/CD
Docker
GCP
Git
Apply
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