Data Modeler II - 180447
Raise
Full-time
Houston, TX
Job description
Clearance: Active Public Trust or Public Trust clearable
A key TekStream client is looking for an experienced AI/ML Subject Matter Expert to join a collaborative team supporting a high-impact Federal program.
This is a Remote opportunity and we are seeking an active Public Trust clearance OR Public Trust clearable.
Responsibilities Include:
- Responsible for developing and implementing AI/ML solutions to solve complex problems and enhance business operations.
- Define direction of mission-critical solutions using best-fit AI/ML algorithms and technologies
- Work closely with cross-functional teams to design, develop, and deploy AI models and algorithms that enable data-driven decision making.
- Conduct statistical analyses using ML techniques for customer-focused solutions
- Collaborate with cross-functional teams to deliver world-class solutions for large-scale data processing
- Guide clients in navigating ML algorithms, tools, and frameworks
- Design, develop, and deploy AI models for data-driven decision making and business innovation
- Create intelligent systems that automate processes, improve efficiency, and drive business innovation, leveraging their expertise in AL/ML, deep learning, and data analysis.
- Create, train, and maintain intelligent systems to automate processes and improve efficiency
- Report on industry trends and recommend solutions for AI/ML integration
- Design and build ML models solving real-world business problems
- Make informed ML infrastructure decisions based on modeling techniques and issues
- Write and test application code, develop ML models, and automate tests and deployment
- Retrain, maintain, and monitor production models
- Leverage cloud-based architectures to deliver optimized ML models at scale
- Construct optimized data pipelines for ML models
- Implement CI/CD best practices for ML model and application code deployment
- Ensure code security, model governance, and adherence to Responsible and Explainable AI practices
- Regularly recommend and report on industry trends and solutions to meet evolving client needs regarding techniques, tools and technologies for AI/ML integration.
Required Knowledge and Skills:
- Master's degree or Bachelor's of science with 5+ years of industry experience in Computer Science, Software Engineering, Data Science, Statistics, or related STEM field.
- 5+ years of experience in AI, data science, ML engineering, or related fields
- 4+ years of experience with modern cloud computing technologies (AWS, Databricks, Microsoft Azure or GCP)
- Experience in fine-tuning LLMs for custom datasets and/or using RAG to augment LLM applications.
- Knowledge of multiple ways of tackling AI/ML problems and demonstrated ability to make good initial choices to make systems that perform well more quickly
- Experience using Generative AI tools to help in software programming and testing (e.g. VS-Code or GitHub with copilot AI)
- Proficiency in SQL, including advanced query techniques
- Experience with version control systems (e.g., Git, Github, Jenkins)
- 6+ years of proficiency in Python and Jupyter notebooks. Experience with other languages such as R, and Scala is a plus but not necessary.
- Experience developing and assessing AI/ML models and ensembles
- Support the seamless integration of multi-media data processing into platform data pipelines
- Experienced in planning, setting-up, running and reporting on AI/ML experiments.
- Experience building feature repositories for AI-ML model training
- Project work in deep learning, transformers, computer vision, NLP, or chatbot development
- Experience in developing Generative AI applications especially using LLMs in domains such as NLP and image processing
- Knowledge of modern software design patterns (e.g., microservices, edge computing)
- Experience working with LLM frameworks and foundation models like LLaMa-3 and experience working with LLM model repositories like Huggingface
- Familiarity with MLOps practices and tools for model versioning and experiment tracking
- Experience identifying appropriate AI/ML models for a problem and using appropriate techniques to evaluate performance to choose the best model
- Experience with techniques for tuning model parameters to application data and conditions
Seeking Abilities:
- Ability to obtain Public Trust clearance (US citizenship, Green Card status)
- Ability to lead an Agile team of data scientists, engineers, architects and testers
- Demonstrated ability to work independently
- Strong problem-solving skills and ability to think creatively to overcome technical challenges
- Participate in the full machine learning lifecycle, from business understanding, data collection and preprocessing to model selection, evaluation, deployment and monitoring
- Adapt to rapidly changing technologies and methodologies in the AI/ML field
- Excellent communication, analytical, and interpersonal skills
- Ability to gather requirements and work effectively as part of an Agile team
- Capacity to explain complex technical concepts to non-technical stakeholders
- Excellent technical writing skills
- Collaborate with business stakeholders to identify opportunities for AI/ML applications
- Develop and maintain documentation for ML models, including methodology, assumptions, and limitations
- Mentor junior team members and contribute to the growth of the AI/ML practice
- Ability to thrive in a mainly remote work environment
- Commitment to continuous learning in the fast-evolving AI/ML landscape and look for ways to apply new techniques when appropriate.
Preferred Qualifications:
- Having experience and a good understanding of Ux, Human-AI teaming, human factors in AI and software systems
- Published research papers or patents in the field of AI/ML
- Knowledge of Agentic AI Systems (e.g. AutoGen, LangGraph, LangChain, CrewAI etc.)
- Experience with Knowledge Graphs tools and techniques
- Experience with federated learning or privacy-preserving machine learning techniques
- Knowledge of data visualization techniques and tools
- GPU programming experience
Pay: $170,000.00 - $200,000.00 per year
Benefits:
- 401(k)
- Dental insurance
- Flexible schedule
- Health insurance
- Paid time off
- Vision insurance
Work Location: Remote