GenAI
Apply NowCompany: United Software Group, Inc.
Location: Dallas, TX 75217
Description:
Title:GenAI
Location: Remote
Responsibilities:
Requirements:
Familiarity with the Hugging Face Diffusers Library
Location: Remote
Responsibilities:
- Build and maintain scalable infrastructure for machine learning model & pipeline deployment, including containerization & orchestration.
- Develop and maintain scalable & secure REST APIs for serving multiple machine learning models to various users.
- Collaborate with data scientists and software engineers to ensure seamless integration of ML models into our systems.
- Design and optimize data pipelines, data storage, and data processing systems to support the training and inference processes of machine learning models.
- Build and maintain data and model dashboards to monitor model performance and health in production environments.
- Collaborate with cross-functional teams to identify and address data quality, data governance, and security considerations in the context of ML operations.
Requirements:
- Required
- Bachelor's degree in Computer Science, Data Science, or a related field. A Master's or Ph.D. degree is a plus.
- 5+ years of hands-on experience in ML operations, ML engineering, or related roles.
- Experience with AWS or Azure cloud platforms, specifically AWS Sagemaker
- Experience with REST API development, AWS Networking Protocols
- Solid understanding of infrastructure components and technologies, including containerization (e.g., Docker) and CI/CD pipelines
- Strong knowledge of software engineering principles and best practices, including version control, code review, and testing.
- Excellent problem-solving skills, with the ability to analyze complex issues and provide innovative solutions in a fast-paced environment.
- Strong communication and collaboration skills, with the ability to work effectively with cross-functional teams and stakeholders.
- Preferred
- Familiarity with load balancing, EKS (Kubernetes), & latest serving ML Model Serving Techniques (ex. NVIDIA Triton).
Familiarity with the Hugging Face Diffusers Library