Data Scientist Resume
SUMMARY
- Data Scientist with extensive knowledge and 2.5 years work experience in Machine Learning, Statistical models, Predictive analytics, Natural Language Processing (NLP),
- Hadoop along with 15+ years of work experience in software industry as Database developer/administrator, Data analyst and .Net developer.
TECHNICAL SKILLS
Natural Language: Processing (NLP)Azure Data Lake AnalyticsAzure Data Lake Store R, Python, NLTK, Scikit, U - SQLStatistics & ProbabilityHadoop/HDFS
Machine Learning: Predictive AnalysisMapReduce(PIG/Hive)
Database: MS SQL ServerSSASSSIS(2014/ 2012, 2008 R2, 2005, 2000)OLAP CubeQuery AnalyzerT-SQLMDX queries
SQL Profiler: OLTPSSRSDBCompareBusiness IntelligenceData Transformation (ETL)
Software: C#.NetJavaScriptTFSJava (MapReduce)Web ServicesJoomla
PROFESSIONAL EXPERIENCE
Data Scientist
Confidential
Responsibilities:
- Architect, design and develop innovative, scalable, data science and machine learning applications using R, COSMOS, Azure stack including Azure Data Factory, Azure Data Lake Store, Azure ML Studio.
- Predictive Analytics, finding business insights on very huge Product usage telemetry data in COSMOS.
- Building end-to-end workflow using Machine Learning, Statistical & Predictive Analytics models that includes Data extraction, Anomaly deduction, Impute data, feature selection by Statistical Analysis, Algorithm selection for Statistical model, training, testing & evaluation of models, visualization of results for a variety of usage metrics consumed by major stakeholders using R & Azure stack.
- Developing Time Series Forecasting models to forecast customer's usage of specific Confidential products, projection on new customers for top-level management.
- Building a centralized telemetry (COSMOS, HDInsight, Azure Data Lake, R, U-SQL, SCOPE) data streams for Predictive & Statistical Analytics and applying Machine Learning models.
- Working closely with teh engineering team, Sales and program managers in order to extract teh necessary data for teh events driven Hypothesis testing.
- Entire workflow covers teh technologies like BigData COSMOS, HDInsight, Azure SQL Warehouse, Azure Data Factory, Azure ML Studio, SCOPE, PowerBI, R etc.
Senior Data Analyst
Confidential, Bellevue
Responsibilities:
- Developed regression analysis model to predict employee attrition (Churn prediction) using supervised machine learning model in AzureML studio, ADLS, ADLS (COSMOS) and U-SQL.
- Identify business needs, collect relevant data, find business insights, propose hypothesis, execute predictive analytics and statistical modeling and come up with recommendations to improve business.
- Work closely with Sales/Marketing & Recruiting team on analyzing funnel data identify attributes and recommend solutions.
- Predictive analysis of ROI jobs using historical data and current market demands using AzureML.
- Performed ETL operations on large volume of data using R, Python, U-SQL, T-SQL, SSIS.
- Time series forecasting of Business trends using ARIMA model.
- Trained and developed binary classification model to predict likelihood of hiring job-seekers for jobs using Azure ML, ADLS, ADLS and R, Python, Scikit deployed as web-service and consumed for scoring.
- Developed Unsupervised Machine Learning model to cluster job-seekers based on their skills & geography.
- Develop Cloud based Next Generation Recruiting software with a resume parser using Natural Language Processing (NLP) using Python, NLTK, Porter Stemmer, C# & Stanford Open-NLP.
- Analyzed data from multiple job boards using SSAS, multi-dimensional cube and developed SSRS reports.
- Generate visually compelling dashboard reports using PowerBI on key metrics and insights including cost per hire, time to fill to improve ROI.
- Architect work flow for customized Applicant Tracking System (ATS) that involves C#, .Net technologies, SQL Server and Machine Learning algorithms.
- Automate and centralize all applicant information with a user-friendly, searchable platform using C#, .Net, DevExpress controls.
- Pipe-line project: Recommendation system for like-wise job-seeker to job match and vice versa.
Functional Architect & Senior Developer
Confidential, Auburn- WA
Responsibilities:
- Create multi-dimensional cubes in SQL Server Analysis Services (SSAS) and generate report by slicing and dicing of data using MDX queries.
- Worked extensively in database design, data integrity and design of heavy business logic using T-SQL framework - Stored Procedures, Triggers, UDF and DTS Package tools, Linked Servers, SQL Server Analysis Services, Multi-Dimensional Cubes, complex MDX queries.
- As Functional Architect, analyzed teh application requirements with Confidential Architects & end users and resolved conflicts in business needs.
- Designed and developed CPS, which is a web-based application using ASP.Net, C#, SQL Server., AJAX, XML, DHTML. Teh application was used to compute teh price of Confidential ’s defense aircrafts and Satellites.
- Developed applications with 3-tier architecture in C#, ASP.Net 2.0, SQL Server 2005.
- Developed pre-formatted report rendering module using VSTO add-ins.
- Created numerous stored procedures, UDF, Triggers, MDX queries to implement complex requirements.
- Optimized & performance tuned SQL queries, execution plan, clustered and Non-Clustered Indexes, normalization. Worked with OPENXML function, Pivot functions, Dynamic Cube creation using AMO that defines Dimensions & Cube Structures/Measures based on UI inputs.
Team Lead & Senior Developer
Confidential, Seattle
Responsibilities:
- Lead and directed teh work of team to implement various Billing data-related tasks.
- Developed web based application which generated Telecom billing information in Electronic format for large Business and Government customers
- Used style sheets, XSL, CSS, master pages for consistent look and feel across applications
- Used profiles, skins and themes to provide customized user experience.
- Database Performance monitoring, Optimization and performance tuning.
- Created Multi-Dimensional Cubes using SQL Server Analysis Services (SSAS).
- Analyzed Business requirements, prepared estimation, negotiated change requests and scheduled implementation, Risk Analysis.
- Redesigned teh Billmate application data model to handle multiple region Telecom Billing data resulting in greater efficiency, versatility.
- Involved in Business requirement analysis, System Design and enhancements of existing features.
- Implemented various application enhancement requests to cope up with teh competitive market including a very successful scheme called “Mass Market Bundling”
Developer -
Confidential
Responsibilities:
- Involved in Analysis of Business requirements, Design and development of teh application.
- Enhanced application that generates monthly Bill for 14 million residential customers based on their usage.
- Built, updated and maintained all database objects including Tables, referential integrity, indexes, stored procedures, functions, views, Triggers, etc. with performance and scalability.
- Designed DTS packages to extract, transform and load data between servers and from archived data files from different DBMS to SQL Server 2000 database
- Streamlined new telecom carriers’ set-up process.
- Preparation of High & Low level design of requirements implementation.
- Worked with external customers in establishing new service providers.
