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AMI Research Engineer

  • Montréal, QC, Canada
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Job details

Posting language
English
Posted

Original job description

About AMI

We are building a new breed of AI systems that (1) understand the real world, (2) have persistent memory, (3) can reason and plan, and (4) are controllable and safe.

We are a team of scientists and engineers building frontier world model-based AI. We combine the scientific rigor of a top-tier research institute with focus on engineering excellence and execution.

We are a global company, with offices in Paris, Montreal, New York, and Singapore. Come build the future of AI with us!

About this Role

AMI believes AI agents should predict and plan using an internal model of the world - their world model. We’re looking for new team members to advance the state-of-the-art in world modeling. We believe that video is a rich and abundant source of data reflecting how the world works, and that in general models need to be able to process continuous, high-dimensional data from a variety of sensors to: (a) understand context about the current state of the physical world, (b) make predictions about how the world will evolve, possibly as a result of actions taken, and (c) plan and adapt sequences of actions to complete complex tasks, possibly in dynamic, complex environments.

You will work with a team of scientists and engineers, including:

  • Implementing and optimizing robust and scalable self-supervised learning methods to efficiently learn from video and other continuous, high-dimensional signals

  • Develop and scale new architectures that efficiently learn to predict world dynamics from video and other high-dimensional signals, focusing on performance and efficiency

  • Scalable infrastructure and algorithms for pre-processing and curating video data

  • Efficient algorithms for model-based planning and reasoning

Minimum 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

Preferred Qualifications:

  • Strong track record of building and deploying high-performance ML models

  • Experience developing, testing, and maintaining large-scale distributed systems

  • Experience releasing and maintaining open-source projects

  • Proficiency in a deep learning framework (PyTorch or JAX), especially for distributed training and efficient inference

More about this job

Responsibilities

The Research Engineer at AMI will implement self-supervised learning methods, design and scale architectures that predict world dynamics from video, and build infrastructure to process and curate video data. The role also covers efficient algorithms for model-based planning and reasoning.

Requirements

Candidates need a bachelor's degree or equivalent experience in computer science or a related field, proficiency in Python, and the ability to run experiments independently. They should understand machine learning fundamentals, large-scale training and GPU or TPU compute; experience with PyTorch or JAX, distributed systems and open-source work is preferred.

Skills

  • Python
  • PyTorch
  • JAX
  • Deep learning
  • Self-supervised learning
  • World modeling
  • Video data processing
  • Distributed training
  • GPU computing
  • TPU computing
  • Model-based planning
  • Experiment design
  • Machine learning engineering
  • Large-scale systems
  • Open-source development
  • Efficient inference
  • Data curation

Categories

  • Data & Analytics
  • Software
  • Technology
  • Science & Research

Keywords

  • Python
  • PyTorch
  • JAX
  • machine learning
  • deep learning
  • self-supervised learning
  • world models
  • video understanding
  • GPU
  • TPU
  • distributed training
  • model-based planning
  • reinforcement learning
  • computer vision
  • large-scale systems
  • open-source
  • research engineer
  • AI research

Department

software_development

Tools

  • Python
  • PyTorch
  • JAX
  • GPU
  • TPU

Languages

  • English

Fields of study

  • Computer Science

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