- Company Name
- TheIncLab
- Job Title
- Machine Learning Engineer
- Job Description
-
Job title: Machine Learning Engineer
Role Summary: Supports the research, development, training, and evaluation of machine learning models for real‑world applications. Works under senior engineers, focusing on model design, data preparation, experimentation, and integration into product systems.
Expectations:
- Apply foundational ML concepts and advanced neural architectures in a hands‑on engineering capacity.
- Deliver reproducible experiments, clear documentation, and maintain best practices for ML software.
- Collaborate on optimization and decision‑making problems.
- Maintain operational readiness for deployment in prototype or production‑style environments.
Key Responsibilities:
- Research and evaluate supervised, unsupervised, reinforcement learning, neural network, ensemble, transformer, and Retrieval‑Augmented Generation techniques.
- Implement, train, tune, and evaluate models using PyTorch or TensorFlow, applying regularization, hyper‑parameter search, and performance metrics.
- Build data pipelines: validation, cleaning, feature engineering, augmentation, and context‑window management for transformer systems.
- Integrate trained models into existing systems with the assistance of senior engineers.
- Document experiments, results, and implementation details in Git, Jira, and Confluence.
- Follow reproducibility, version control, and software‑development best practices.
- Stay current with emerging ML tools and methodologies.
Required Skills:
- 1–3 years professional or equivalent academic experience in ML or data science.
- Strong grasp of core ML theory: model selection, overfitting, generalization, loss functions, optimization.
- Hands‑on Python programming and experience training models with PyTorch or TensorFlow.
- Experience cleaning, preprocessing, and validating real‑world datasets.
- Problem‑solving ability, attention to detail, and quick learning from feedback.
- Ability to travel up to 20%.
Required Education & Certifications:
- Bachelor’s degree in Computer Science, Engineering, Applied Mathematics, or related field.
- U.S. Citizenship and eligibility for Top‑Secret security clearance (active clearance preferred).