Bryinna Williams

Python developer focused on machine learning and data-driven applications, with hands-on experience building and deploying ML models, data pipelines, and REST APIs in cloud environments. Backed by a strong IT foundation — including CompTIA A+ and Certiport IT Specialist certifications and an A.A. in Information Technology — and proven operational discipline from team leadership and logistics roles. Comfortable across the development lifecycle, from data preparation and model training to containerized deployment, testing, and version control.

Python ML Developer, Entry-Level - CMDClouds - Atlanta, GA - Remote

(2024-01)

• Design, build, and deploy machine learning models in Python using scikit-learn, TensorFlow, and PyTorch.
• Develop Python automation scripts to streamline repetitive workflows, data ingestion, and reporting, reducing manual effort and errors.
• Develop data pipelines to clean, transform, and analyze large datasets with Pandas and NumPy.
• Build and integrate REST APIs to serve ML models within cloud-based applications.
• Train, evaluate, and tune models to improve accuracy and performance on production data.
• Containerize and deploy models with Docker on cloud platforms such as AWS and GCP.
• Automate model retraining, monitoring, and deployment through CI/CD pipelines.
• Write unit tests and clear documentation to keep code maintainable and production ready.
• Optimize data processing and model inference to improve scalability and reduce latency.
• Use Git version control and collaborate with cross-functional teams to ship reliable code.

Dispatch Supervisor - WM - Lake Charles, LA

(2022-01 - 2024-12)

• Supervised and managed a team of dispatchers, including training, coaching, scheduling, and performance evaluations.
• Managed personnel needs, including hiring, onboarding, disciplinary actions, and performance reviews.
• Developed and implemented safety briefings while enforcing company policies and procedures.
• Communicated with customers and internal departments to resolve operational issues and ensure customer satisfaction.
• Managed live dispatch activities while ensuring compliance with safety protocols and operational standards.

Operations Specialist - WM - Lake Charles, LA

(2020-01 - 2022-12)

• Coordinated daily route schedules and efficiently dispatched waste collection vehicles.
• Monitored and analyzed operational data to identify areas for process improvement.
• Ensured compliance with safety, environmental, and company policies.
• Supported fleet maintenance planning and service scheduling.
• Utilized route management and GPS tracking systems to monitor operations.
• Responded to service issues and resolved customer concerns promptly.

A.A. - Information Technology - Sowela Technical Community College (2021-01 - 2026-12)

E-4 Specialist - Louisiana Army National Guard (2016-01 - 2024-12)