6 дней назад
Junior Machine Learning (ML) Developer (AI)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Junior Machine Learning (ML) Developer (AI): Building and refining machine learning models for real-time optimization of fluid and chemical manufacturing processes using spectral and multimodal sensor data, with an accent on robust experimentation, feature extraction, and model reliability. Focus on developing monitoring for model and sensor drift, scaling ML infrastructure, and applying chemometrics, hybrid modeling, self-supervised learning, and anomaly detection.
Location: Hybrid in Somerville, Massachusetts, United States
Company
develops patented sensors, edge hardware, and AI software that help industrial manufacturers understand and autonomously optimize physical and chemical production processes.
What you will do
- Build machine learning models for fluid-based industrial processes using proprietary spectral sensors and software.
- Design experiments, ablation studies, and model evaluations focused on accuracy, generalizability, robustness, and process variability.
- Develop preprocessing and feature extraction pipelines for noisy spectral and multimodal sensor data.
- Build monitoring and correction systems for model drift, sensor drift, and process anomalies.
- Develop performant ML infrastructure and tooling with ML, data science, and software engineering teams.
- Apply chemometrics, hybrid modeling, self-supervised learning, distribution modeling, similarity analysis, anomaly detection, and continuous calibration.
Requirements
- Proficiency with at least one Python ML framework: PyTorch, JAX, or TensorFlow.
- Fluency with Python tools for numerical computing and data workflows, including NumPy, Polars, Pandas, or scikit-learn.
- Ability to write clean, testable code and deliver high-quality technical work independently.
- Strong curiosity about data and willingness to test hypotheses, understand model behavior, and run physical experiments.
- Availability for a hybrid role in Somerville, Massachusetts.
Nice to have
- Knowledge of chemical engineering, process engineering, or manufacturing.
- Experience with AWS, GCP, or Databricks.
- Familiarity with spectral data, time-series modeling, or sensor-driven ML.
- Familiarity with Bayesian modeling and probabilistic reasoning.
- Experience building real products, particularly products using machine learning, and practicing user-centric design.
Culture & Benefits
- Medical, dental, vision, life insurance, disability, transportation, and health and wellness benefits.
- 401(k) plan with employer matching.
- Equity, competitive salary, and bonus opportunities.
- Professional development and growth opportunities.
- Inclusive work environment with team events, Lunch & Learns, and access to Greentown Labs' cleantech startup network.
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