Data Scientist
Mantech International Corporation
Ashburn, VA, United States
about 1 month ago
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Role details
Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Experience level
Starter
Experience required
0 years minimum
Working hours
Regular working hours
Job source
Tech stack
Adobe Analytics
Training Data
Java (Programming Language)
Data Analysis
Artificial Neural Networks
Big Data
Cluster Analysis
Data Deduplication
Data Mining
Data Visualization
R (Programming Language)
Apache Hadoop
+25 more
Hadoop Distributed File System
MapReduce
Apache HBase
Apache Hive
Python (Programming Language)
Logistic Regression
Machine Learning
Pattern Recognition
Principal Component Analysis
RapidMiner
Power BI
SAS (Software)
Scala (Programming Language)
SQL Databases
Sqoop
Support Vector Machine
Tableau (Software)
Weka
Data Classification
Apache Spark
Sap Business Objects
Apache Kafka
Sas Visual Analytics
K Means
Programming Languages
Job description
- Perform hands-on analysis and modeling involving the creation of intervention hypotheses and experiments, assessment of data needs and available sources, determination of optimal analytical approaches, performance of exploratory data analysis, and feature generation (e.g., identification, derivation, aggregation).
- Demonstrate proficiency in extracting, cleaning, and transforming CBP transactional and mission data associated within an identified problem space to build predictive models as well as develop appropriate supporting documentation.
- Leverage knowledge of a variety of statistical and machine learning techniques and methods to define and develop programming algorithms; train, evaluate, and deploy predictive analytics models that directly inform mission decisions.
- Execute projects including those intended to identify patterns and/or anomalies in large datasets; perform automated text/data classification and categorization as well as entity recognition, resolution and extraction; and named entity matching.
Requirements
MANTECH seeks a motivated, career- and customer-oriented Data Scientist to join our innovative team in Ashburn, VA. This is a hybrid position with 2 days onsite and 3 days remote., * HS Diploma/GED and 6-15 years or AS/AA and 4-13 years or BS/BA and 2-7 years or MS/MA/MBA and 0-5 years or PhD/Doctorate and 0-3 years
- Experience in developing machine learning models and applying advanced analytics solutions to solve complex business problems
- Experience with programming languages including: R, Python, Scala, Java.
- Experience with SQL programming
- Experience constructing and executing queries to extract data in support of EDA and model development
- Experience with unsupervised and supervised machine learning techniques and methods
- Experience performing data mining, analysis, and training set construction, * Proficiency with statistical software packages including SAS, SPSS Modeler, R, WEKA, or equivalent
- Proficiency with Unsupervised Machine Learning methods including Cluster Analysis (e.g., K-means, K-nearest Neighbor, Hierarchical, Deep Belief Networks, Principal Component Analysis), Segmentation, etc.
- Proficiency with Supervised Machine Learning methods including Decision Trees, Support Vector Machines, Logistic Regression, Random/Rotation Forests, Categorization/Classification, Neural Nets, Bayesian Networks, etc.
- Experience with pattern recognition and extraction, automated classification, and categorization and with entity resolution (e.g., record linking, named entity matching, deduplication/ disambiguation)
- Experience with visualization tools and techniques (e.g., Periscope, Business Objects, D3, Tableau, SAS Visual Analytics, PowerBI)
- Experience with big data technologies (e.g., Hadoop, HIVE, HDFS, HBase, MapReduce, Spark, Kafka, Sqoop)
Clearance Requirements:
- Must be a U.S. citizen with the ability to obtain DHS CBP suitability prior to starting this position.
Physical Requirements:
- The person in this position needs to occasionally move about inside the office to access file cabinets, office machinery, or to communicate with co-workers, management, and customers, which may involve delivering presentations.
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