Machine Learning/Deep Learning Engineer(PhD, New Grad)

Bot Auto

$120K — $150K *
Information Technology
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • Advanced degree (Master's or Ph.D.) in Computer Science, Robotics, Electrical Engineering, Applied Mathematics, Physics, or a related field.
  • Strong theoretical foundation in machine learning, deep learning, and computer vision, particularly with modern architectures.
  • Proficiency in Python and deep learning frameworks such as PyTorch or TensorFlow, alongside solid software engineering skills.
  • Self-motivated, strong analytical and problem-solving abilities, and a team player in a fast-paced environment.

Responsibilities

  • Participate in developing, training, and optimizing deep learning models for autonomous driving.
  • Engage in the entire machine learning workflow, including data curation and modeling experimentation.
  • Collaborate with cross-functional teams to integrate machine learning components into the production pipeline.
  • Stay informed on the latest research in computer vision and generative AI and bench-test state-of-the-art methods.

Benefits

  • Work in a cutting-edge field focused on autonomous driving and advanced robotics.
  • Collaborate with experienced domain experts and cross-functional teams.
  • Opportunity to contribute to impactful technologies and innovations in machine learning.
Full Job Description
Key Responsibilities
  • Model Implementation & Iteration: Participate in the development, training, and optimization of state-of-the-art deep learning models for autonomous driving, with a focus on end-to-end architectures, including object detection, tracking, online mapping, and end-to-end planning.
  • Full Lifecycle Execution: Engage in the entire machine learning workflow under the guidance of domain experts, spanning from data curation and data analysis to model experimentation, hyperparameter tuning, and rigorous performance metric verification.
  • Cross-Functional Collaboration: Partner with simulation, infrastructure, and downstream planning/control teams to deploy, evaluate, and integrate machine learning components into our production pipeline for autonomous trucks.
  • Literature Tracking: Stay abreast of the latest research breakthroughs in computer vision and generative AI, and actively bench-test promising SOTA methods to solve real-world corner cases.
Qualifications
Required:
  • Education: An advanced degree (Master's or Ph.D., including upcoming graduates) in Computer Science, Robotics, Electrical Engineering, Applied Mathematics, Physics, or a related quantitative field.
  • Core Knowledge: Strong theoretical foundation in machine learning, deep learning, and computer vision, with a solid understanding of modern architectures (e.g., Transformers, CNNs, Graphs).
  • Technical Stack: Proficiency in Python and deep learning frameworks such as PyTorch or TensorFlow, along with strong software engineering fundamentals (data structures, algorithms, and clean coding practices).
  • Attributes: High self-motivation, strong analytical and problem-solving skills, a fast learner in a high-velocity startup environment, and a strong team-player mindset.
Preferred (Targeted Research & Background):
  • Specific Research Directions: Academic thesis or deeply focused research experience in one or more of the following domains:
    • 3D Computer Vision / Bird's-Eye-View (BEV) Perception
    • Online Mapping, Vectorization, or Visual SLAM
    • Prediction and Behavioral Modeling
  • Academic Achievements: A proven track record of research publications in top-tier machine learning, computer vision, or robotics conferences/journals (e.g., CVPR, ICCV, ECCV, NeurIPS, ICLR, ICRA, IROS) as a primary contributor.
  • Engineering Plus: Hands-on experience with model deployment, quantization, distillation, or inference acceleration tools (e.g., TensorRT, ONNX, CUDA, C++).
  • Industry Exposure: Prior internship experience within the autonomous driving industry or advanced robotics labs is highly desirable.

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