Ami
AMI Software Engineer
Singapore. Posted 4 months ago
The role
You will work with a team on world model research efforts. This includes self-supervised learning, new architectures, scalable algorithms, evaluations, and efficient algorithms for planning and reasoning.
What you will do
- Self-supervised learning methods to learn from video and other continuous, high-dimensional signals
- New architectures that learn to predict world dynamics from video and other high-dimensional signals
- Scalable algorithms for pre-processing and curating video data
- Evaluations for benchmarking world model understanding, prediction, and planning
- Efficient algorithms for model-based planning and reasoning
Required qualifications
- Bachelor’s degree or equivalent experience in Computer Science or a related field
- Proficiency in Python
- Ability to design, run, and analyze experiments independently
- Understanding of machine learning fundamentals, large-scale training, and accelerator-based (GPU or TPU) compute environments
Nice to have
- Deep expertise in at least one of the following: self-supervised learning, video and multimodal model architectures, planning algorithms
- Demonstrated record of contributing to advanced research projects via publications and/or major model releases
- Experience developing evaluation frameworks for world models
- Experience releasing and maintaining open-source projects
- Proficiency in a deep learning framework (PyTorch or JAX)
About the company
ami is a global company with offices in Paris, Montreal, New York, and Singapore. They are a team of scientists and engineers building frontier world model-based AI.