Data Scientist 3 - (MLOPS, Machine Learning, Data Science)
Job Description
Akina, Inc. is seeking a Data Scientist 3 to develop analytics and machine learning capabilities with a strong MLOPS focus in Annapolis Junction, MD.
Responsibilities
- Develop machine learning, data mining, statistical, and graph-based algorithms to analyze and interpret datasets
- Prototype multiple algorithms and select final models using appropriate performance metrics
- Build models and design experiments to generate training data when datasets or examples are unavailable
- Create reports and visualizations that summarize datasets and deliver data-driven insights to customers
- Partner with subject matter experts (SMEs) to convert manual analysis into automated analytics
- Implement prototype algorithms within production frameworks to integrate into analyst workflows
- Produce data visualizations that explain dataset structure and meaning
- Work with SMEs to identify valuable information in raw data and develop scripts to extract it from formats such as SQL tables, structured metadata, and network logs
- Incorporate SME input into feature vectors for analytics development and testing
- Translate qualitative customer analysis processes and goals into quantitative formulations embedded in software prototypes
- Develop and implement statistical, machine learning, and heuristic methods for descriptive, predictive, and prescriptive analytics
- Develop statistical tests to support data-driven recommendations and decisions
- Develop experiments to collect data or create simulations when required data are unavailable
- Develop feature vectors for machine learning algorithm inputs
- Select and tune algorithms for specific datasets, including input and model parameter optimization
- Evaluate and validate analytics performance using standard methods such as cross validation, ROC curves, and confusion matrices
- Oversee analytic workstreams and guide the team’s analytic development process
- Guide solutions to scale to large datasets
- Partner with software engineers and cloud developers to deliver production analytics
- Develop and train machine learning systems using statistical analysis of data characteristics to support mission automation
- Lead multiple analytic efforts with a team of data scientists
- Collaborate with customers and SMEs to define analytic requirements and steer team formulation to meet those requirements
- Guide the transition of prototyped analytics into production systems
- Keep abreast of emerging machine learning and pattern recognition approaches and guide integration of state-of-the-art algorithms
- Delegate analysis tasks to team members and monitor execution and performance
Requirements
- Clearance: TS/SCI - Polygraph required
- Experience: Minimum of 10 years in two (2) or more of: designing/implementing machine learning, data mining, advanced analytical algorithms, advanced statistical analysis, artificial intelligence, or software engineering with data analysis software such as R, Python, SAS, or MATLAB
- Education: Bachelor’s degree or higher in a quantitative discipline (examples: statistics, mathematics, operations research, engineering, or computer science)
- Substitution: An additional 4 years of software development, cloud development, analyzing datasets, or developing descriptive, predictive, and prescriptive analytics can substitute for the Bachelor’s requirement
- Graduate substitutions:
- Master’s degree in a quantitative discipline can substitute for 2 years of experience (total 8 years required)
- Doctoral degree in a quantitative discipline can substitute for 4 years of experience (total 6 years required)
- MLOPS/Data Science: In addition to standard DS3 labor category requirements, MT&E team seeks significant MLOPS and Data Science background
Technologies
- R
- Python
- SAS
- MATLAB
- SQL
Benefits
- 24 days PTO accrued annually
- 11 federal holidays
- 401k: 100% vested on your start date; company direct contribution worth 10% of salary
- Healthcare: company covers 100% of employee costs and 50% toward dependents
- Educational assistance towards college classes
- Company coverage for costs associated with job-related training and certifications
Salary Range
- $213,000 to $261,000 per year
- Range is a likely estimate and not a guarantee; compensation set based on experience, geographic location, and contractual requirements
Location: Annapolis Junction, Maryland (onsite)
Position ID: 25-8955-DS3