AI Research Engineer

2 days ago

Redmond, Washington, United States Actalent Full time
About the Role

We are seeking a highly skilled Machine Learning Engineer to join our team at Actalent. As a key member of our AI research team, you will be responsible for advancing the development and improvement of our software foundation and tools vital for training state-of-the-art AI models.

Your primary focus will be on creating strong, scalable, and efficient training infrastructures and frameworks that facilitate the full spectrum of the machine learning process, from handling data to deploying models.

In collaboration with researchers and software engineers, you will ensure that training systems are smoothly integrated and functioning, expanding the limits of AI's capabilities, especially in practical robotics scenarios.

You will also investigate innovative methods to effectively utilize diverse datasets within our training framework.

Key Responsibilities
  • Create and uphold efficient, scalable, and distributed training systems, including data preprocessing, training orchestration, and model assessment, for training large-scale AI models.
  • Enhance the efficiency of training procedures to improve performance and use of resources, while maintaining scalability and dependability.
  • Collaborate with researchers to create training and evaluation pipelines for state-of-the-art algorithms.
  • Develop and design benchmarks for evaluating ML models.
  • Perform training and fine-tuning of foundation models for robotic applications.
  • Monitor and analyze pipelines, identifying bottlenecks and proposing solutions to improve efficiency and performance.
  • Ensure the robustness and reliability of the training infrastructure, including automated testing and continuous integration.
Requirements
  • BS, MS or higher degree in Computer Science, Robotics, Engineering or a related field, or equivalent practical experience.
  • Proficiency in Python, C++, or similar and at least one deep learning library such as PyTorch, TensorFlow, JAX, etc.
  • Strong background in distributed computing, parallel processing techniques, handling large-scale datasets and data preprocessing.
  • Deep understanding of state-of-the-art machine learning techniques and models.
  • Experience with cloud-based training environments (AWS, Google Cloud, Azure).
  • Experience in developing and maintaining software tooling and infrastructure for machine learning.
  • Deep understanding and practical experience with software engineering principles, including algorithms, data structures, and system design.
  • Experience with continuous integration and automated testing frameworks.

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