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Buzz Solutions, Inc.

Computer Vision & Machine Learning Engineer New Remote, US

northern, KY

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Job description

Computer Vision & Machine Learning Engineer

Remote, US

Job Description

Buzz is revolutionizing the analytics and maintenance of power grid infrastructure through our advanced AI solutions. Our computer vision systems analyze critical infrastructure to enhance safety, reliability, and operational efficiency across the power grid network.

We're looking for a Machine Learning Engineer to advance our computer vision initiatives and help build our foundational model capabilities. You'll bridge the gap between cutting-edge research and production systems , reading papers, adapting novel algorithms, and turning them into reliable, deployed models for power grid analysis. You'll work within a team of experienced ML engineers, with the autonomy to drive your own projects and the support to keep growing.

Responsibilities

Own and deliver end-to-end computer vision projects focused on:Equipment defect detection

Thermal anomaly identification

Vegetation encroachment monitoring

Surveillance of closed areas for human and animal intrusion

Scope, plan, and execute your own projects from problem framing through production deployment and monitoring.

Deliver on client projects, translating client requirements and raw data into working computer vision solutions.

Contribute to shared team projects, coordinating with other engineers to deliver against common milestones.

Research and experimentation

Stay current with ML/CV research,identifypromising methods, and evaluate their applicability to our domain.

Adapt and implement algorithms from papers,validatingagainst baselines and benchmarking for production viability.

Bring the latest advances in deep learning and generative AI to bear on model training, accuracy, and reliability.

Design and execute experiments with systematic hyperparameter tuning, ablation studies, andappropriate baselines.

Perform structured error analysis: categorize failure modes (false positives, missed detections, localization errors, misclassifications) and break down performance by data slices (object size, occlusion, image quality).

Select and justify model architectures based on task requirements, latency, and accuracytradeoffs.

Engineering and production

Develop production-grade Python libraries for the complete ML lifecycle.

Design and implement data pipelines including ingestion, preprocessing, annotation workflows, and quality monitoring.

Own experiment tracking and model versioning: configurations, random seeds, dataset versions, environment specs, and model checkpoints.

Build model serving pipelines that meet latency and throughput requirements.

Conduct thorough code reviews and write integration tests for ML pipelines.

Collaboration and craft

Share knowledge with teammates and contribute to best practices for model development, evaluation, deployment, and monitoring.

Advocate for and uphold software quality standards within the ML team.

Communicate research findings, technical decisions, and model limitations clearly to stakeholders and clients.

Qualifications & Experience

2-5 years of industry experience in computer vision and machine learning.

Image classification

Vision transformers and foundation models

Similarity search

Experience taking at least one ML model into productionandmaintainingit there.

Experience selecting, fine-tuning, and adapting model architectures (CNNs, transformers, foundation models) for specific use cases.

Demonstrated ability to read ML research papers, extract the key ideas, and implement them.

Ability to debug training instabilities and conduct systematic error analysis.

Proficiencyin Python and the core ML stack:PyTorchand Lightning

OpenCV

NumPy and pandas

Scikit-Learn

FastAPI and Pydantic

Strong software engineering practices, including:Git version control

Unit and integration testing (Pytest)

CI/CD pipelines (GitHub Actions)

Docker and reproducible environments

Experiment tracking and model versioning

ML DevOps

Python type hinting

Proven ability to own technical projects independently, from problem framing through production deployment.

Desired Additional Experience

Extracting measurements from GIS and/or drone-metadata-enriched imagery

Model quantization and latency optimization for edge deployment

Systematic hyperparameter tuning at scale

Energy, utilities, geospatial, or industrial inspection domains

Additional information:

This position does not include sponsorship forUnited States work authorization.

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