Search for Data Scientist roles in Reston, VA, requiring 5+ years of experience, with skills in machine learning and natural language processing, and full-time job type.

Okay, I've searched for Data Scientist roles in Reston, VA, requiring 5+ years of experience, with skills in machine learning and natural language processing, and for full-time positions. I found 132 opportunities that match your criteria.

Data Scientist

Reston, VA

5 years + Experience

machine learning

natural language processing

Full Time

Can you help me to analyze the job description and company culture?

Sure. Here's the analysis:

Job Analysis:

The Data Scientist role at Red Gate Group revolves fundamentally around the design, implementation, and optimization of machine learning models to solve complex data challenges in a high-security environment. This position requires not only technical expertise but also a strategic mindset to leverage data in meaningful ways, aligning with national security goals. Responsibilities such as leading ML models for document classification and summarization imply the candidate will deal with vast amounts of data, requiring meticulous data exploration and cleaning processes. Success in this role will not only entail delivering high-performing models but also collaborating effectively with MLOps and infrastructure teams, ensuring there's a seamless integration of data science workflows into broader production systems. This collective effort is vital within an organization that supports critical government operations, highlighting the importance of reliability and innovation in its solutions.

Company Analysis:

Red Gate Group occupies a niche within the defense contracting industry, particularly as a Service-Disabled Veteran-Owned Company. Their focus on delivering quality services in intelligence analysis and technology integration suggests a strong commitment to both client and employee well-being, resonating in their motto of 'Making a Difference for Country and Client'. The company promotes a culture of growth and work-life balance, indicative of an environment that values employee satisfaction alongside mission success. The Data Scientist’s role, situated within this structure, likely features significant collaboration, not only internally among teams but also externally with government clients. Given Red Gate Group’s focus on national security, employees will need to maintain high integrity standards in their work while navigating the complexities of governmental requirements, suggesting that personal values of commitment and service align well within this framework.

Mock up some interview questions based on the job description.

Absolutely. Here are some mock interview questions that could come up:

Tell me about a time when you had to implement a machine learning model from start to finish. What challenges did you face and how did you overcome them?
Describe a project where you used natural language processing to derive insights from data. What was your approach and what were the results?
How have you ensured the scalability of machine learning models in previous roles? Can you provide a specific example?
What methods do you use for data cleaning and exploration? Can you walk us through your typical process?
How would you go about designing an ML pipeline for document classification in a high-security environment?
What experience do you have with data lakes and streaming technologies like Kafka? How did it impact your data science work?
Imagine you are tasked with improving a model that is currently underperforming. What steps would you take to address this issue?
If you were assigned to collaborate with infrastructure engineers, how would you ensure effective communication and workflow integration?
Why are you interested in working with Red Gate Group, and how do you think your values align with their mission?
What do you believe are the key ethical considerations when handling sensitive government data in your work?
How do you stay updated with the latest advancements in machine learning and data science?
Based on our company culture, what aspects do you believe reflect a strong fit for this environment?
Can you describe how you would approach a situation with competing priorities within a data science project?
What strategies would you employ to break down complex technical concepts for non-technical stakeholders?
What do you think is the most critical skill for a Data Scientist in a high-security setting, and why?

Job Details

Overview Company

Senior Data Scientist

Lensa

8 days ago

Highlight

OnsiteFull-time5+ yearsSenior

Summary

The Red Gate Group is seeking a Data Scientist to join their team in Reston, VA or Ft. Belvoir, VA. The role involves supporting the Defense Threat Reduction Agency (DTRA) with a focus on machine learning, natural language processing, and large language model implementation.

About the Role

As a Data Scientist, you will lead the design and deployment of ML models for document classification, extraction, summarization, and search across large-scale, real-time systems. You will work in a high-security environment, driving impactful solutions and collaborating with various teams to ensure robust model deployment and monitoring.

About You

Required:

5+ years of experience in applied data science or ML roles.
Strong Python skills and experience in NLP and LLM implementation.
Experience with data exploration, cleaning, analysis, visualization, or mining.
Exposure to production-level systems, data lake environments, and streaming data (e.g., Kafka).
Ability to design, implement, and iterate on ML models for document classification, extraction, summarization, and search.
Active TS/SCI clearance.

Preferred:

Experience collaborating with MLOps and infrastructure engineers.
Experience supporting platform components such as distributed storage (e.g., Cloudera).
Experience with distributed data/computing tools, including MapReduce, Hadoop, Hive, EMR, Spark, Gurobi, or MySQL.
Experience with visualization packages, including Plotly, Seaborn, or ggplot2.
Bachelor’s degree.

Benefits

Flexible time off.
11 paid holidays.
Immediate 401(k) eligibility with a generous match.
Full medical, dental, and vision coverage through Anthem.
100% company-paid life insurance and disability benefits.
Professional development assistance for degrees and certifications.

Lensa

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Lensa passed 10 million job seeker registrations in 2019, making the com- pany one of the premier career platforms.

With teams in multiple U.S. locations and a 60-strong crew of developers and data scientists at its R & D headquarters in Europe, Lensa is working every day to share its transformative career technology with the world.

Reston, VA