What are the responsibilities and job description for the Data Scientist (TS/SCI + Poly) position at The DarkStar Group, LLC?

Description

The DarkStar Group is seeking a Data Scientist with a TS / SCI Poly clearance (applicable to this customer) to join one of our top projects in Tysons, VA. Below is an overview of the project, as well as information on our company, our benefits, and our $25,000 referral program.

THE PROJECT

The DarkStar Group's team is charged with taking commercial and academic innovation high-side, in domains of Artificial Intelligence / Machine Learning (AI / ML) such as Computer Vision (Image and Video Processing), Natural Language Processing (NLP), and Audio Modeling. We also bring the best ideas, tools, and approaches in technology infrastructure (AWS, DevOps, etc.) to the IC. The tech stack used is extremely broad - anything cutting edge in the commercial market, the open source community, or the academic research community is likely involved : and if something isn't being looked at yet, you can make that happen.

This effort supports ALL missions of the Intelligence Community, including cyber-related data science missions. A seamless group of contractor and customer personnel work to create innovations that supply customer groups with the data sets, models, algorithms, software, and infrastructure they need to increase their mission success. Management is hands off, gives the team the freedom to explore new approaches, and markets the best ideas and results to all the other IC customers.

This project regularly needs various types of people - Data Scientists, Data / ETL Engineers, Analytic Software Engineers, Full Stack Developers, UI / UX Developers, and AWS / DevOps experts. We're particularly interested in people with any of the following experience :

developing AI / ML models (neural networks, tree based algorithms, etc.);
conducting data analysis in the fields of Computer Vision, NLP, or audio signal processing;
doing data ingest and ETL into sponsor environments; or
building data-analytic software systems.

Work on this program takes place throughout the Reston / Herndon / Chantilly, VA area (we cannot support remote work) and requires a TS / SCI Poly clearance (acceptable to this customer).

The Role

Create and apply machine learning capabilities to enrich data.

Determine appropriate approaches to analyze data sets (including statistical analysis).

Maintain existing ML tools (e.g., v19 auto-tagging, citation analysis).

Develop and expand ML data science tools, such as NIPF v20, future auto-tagging, unsupervised clustering capability.

Develop and deploy ML tools to evaluate analytic tradecraft conformance or other text-based standards, such as confidence and probability.

Maintain code and model documentation sufficient to support design and code reviews; enable efficient deployment of code into operational systems; and address / diagnose issues stemming from code and model outputs.

Develop forecasting and modeling tools that offer diagnostic and predictive insight regarding IC mission performance and connection to other inputs and variables (e.g. resources, priorities).

Required Skills

Bachelor’s degree in a relevant field (Computer Science, Economics, Mathematics, Statistics, Computer Engineering, Electrical Engineering, Bioinformatics) or equivalent relevant experience.

5 years of data science experience and / or training in data science.

Extensive demonstrated skills and experience with developing and tuning AI / ML algorithms and implementing testing / validation approaches appropriate to available data and validation targets.

Advanced experience using Python and appropriate libraries / extensions (e.g., PyTorch, Cuda, SciKit-Learn) to code and test AI / ML algorithms.

Demonstrated experience in written and verbal communication on complex analytic methods and / or technologies to technical and non-technical audiences.

Extensive experience with natural language processing tools and techniques.

Advanced understanding of descriptive statistics, regression, and data labeling / classification models.

Desired Skills (Optional)

Advanced skills in data extraction, parsing, manipulation, and storage; quantitative and qualitative analyses based on the large volume of data from various IC databases.

Demonstrated experience leading technical teams in a management or subject matter expert advisory capability.

Extensive experience conducting data extraction, parsing, manipulation, and analysis of large volumes of data from various IC databases.

Experience with data engineering techniques, especially for cloud-based data infrastructure and data lake environments.

Extensive experience developing custom scripts, queries, or visualizations to support analysis of IC data.

Experience with cloud-based tools and services for ML algorithm development on multiple platforms (e.g., AWS Sagemaker, Microsoft Azure ML, Google BigQuery).

About The DarkStar Group

Our Company

The DarkStar Group is a small business that solves BIG problems. We're one of the Inc. 5000 fastest-growing private companies in the US, and our engineers and scientists support the most critical national security missions in Virginia, Maryland, and elsewhere. Data Science, Software Engineering, Cloud / AWS Infrastructure, and Cyber / CNO are our core areas of expertise. We offer interesting and important work, job security, some of the best and most flexible benefits you'll find in the IC, and salaries so strong that they'll likely surprise you.

Our Benefits

The DarkStar Group offers exceptional compensation and benefits :

very strong salaries;

100% company-paid medical, dental, and vision premiums for you and all dependents;

the ability to get increased salary if you don't need medical / dental / vision;

100% company-paid disability and life insurance benefits;

a generously-funded HSA;

an 8% 401(k) contribution;

31 days of PTO / holidays to start (more with tenure);

the ability to flex time across pay periods without using your PTO;

a generous training budget;

25,000 employee referral bonuses;

business development / growth incentives; and

top notch company swag.

We have a huge growth opportunity, so we are offering up to a $25,000 reward for anyone new you refer whom we hire.

Making sure you fit the guidelines as an applicant for this role is essential, please read the below carefully.

All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.

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