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Machine Learning Engineer

2 months ago


McLean, United States Torin Consulting, Inc. Full time

CLEARANCE: Active TS/SCI with Polygraph required to apply

Torin is seeking experienced Machine Learning Engineers to join our team

COMPANY OVERVIEW: Torin Consulting, Inc. prides itself in developing and delivering exceptional results in a high-speed, results driven environment since 2014 for the U.S. Government and Private Industry. Torin supports our government customers, by developing and employing creative and dynamic approaches to fullfill mission critical needs, exercising proven development methodologies to provide stable and reliable software applications and utilizing unique technical, operational and analytic expertise to provide mission critical solutions.

RESPONSIBILITIES:

Provide support for machine learning model development and deployment efforts. Develop and implement machine learning methodologies to triage large. Identify topical, spatial, and time-based trends of interest within large amounts of data. Work with data science models testing, optimization, validation, and tests automation. Integrate machine learning models into software through inference engines, machine learning pipelines, and other approaches. Communicate and work effectively with cross-functional team members including but not limited to program managers, data analysts, data scientists, external stakeholders, management, and software solutions integrators. REQUIRED SKILLS AND DEMONSTRATED EXPERIENCE:

Demonstrated experience tuning neural networks, such as LLMs, on custom data sets and applying results to specific use cases. Demonstrated professional or academic experience developing models and ensembles in the AI/ML space, including selecting the best Python libraries for a given task, choosing appropriate pre-processing actions, performing analysis, and assessing model performance. Demonstrated professional or academic experience using Python or R. Demonstrated professional or academic experience with deep learning frameworks such as PyTorch, Tensorflow, or Keras. (KEY EXPERIENCE FOR CUSTOMER) Demonstrated professional or academic experience and proficiency with SQL to include using common table expressions, set operations, aggregated functions and nested subqueries. Demonstrated professional or academic experience with version control systems such as Github and Jenkins. Demonstrated experience leveraging GPUs for accelerated computing. (KEY EXPERIENCE FOR CUSTOMER) HIGHLY DESIRED SKILLS AND DEMONSTRATED EXPERIENCE

Demonstrated professional or academic experience with the HuggingFace Transformers library and hub. Demonstrated experience with cloud computing development and architecture. Demonstrated experience with front-end web development frameworks such as Flask. Demonstrated experience creating machine learning models that conduct text classification and topic modeling in Python using standard machine learning (SciKit Learn-) or deep learning models. Demonstrated experience developing applications for semantic search. Demonstrated professional or academic experience and proficiency with Tableau to produce visualizations and dashboards. Demonstrated academic or professional experience communicating methodological choices and model results. Demonstrated experience with verification and validation test benches. Demonstrated experience with Explainable AI (XAI) techniques. Demonstrated experience with ONNX (Open Neural Net Exchange). QUALIFICATIONS:

Applicants must have prior customer experience and understand how to research, write and analyze using the client's proprietary tools and databases. Applicants must be familiar with customer writing styles and USG classified databases, to include specific targeting tools, sources and methods. Strong briefing and writing skills are a must as well as the ability to work well with a team or individually with minimal supervision.

Bachelor's degree or 6 years of relevant customer work experience Sound judgment and unreproachable integrity. Ability to multi-task while managing competing priorities and plan and organize tasks independently. Conduct all aspects of positions with CI and operational security at the forefront. Work independently with minimal daily direction and be a team player. Strong written and oral communication, organization, and interpersonal skills. Ability to pose creative solutions to operational challenges.

Torin Consulting is an Equal Opportunity Employer, committed to building a diverse and inclusive workforce. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, national origin, disability, protected veteran status, or any other characteristic protected by law.

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