Abhishek chandra Shukla


Location

California City, CA
San Francisco Bay Area, CA
Education
    Northeastern University
    August 2021 - May 2023
    degree
    Master's
    major
    Data Science
    Vellore Institute of Technology
Work Experience
    Discover Financial Services
    Data Scientist
    August 2022 - present
    company
    Discover Financial Services
    title
    Data Scientist
    overview
    - Developed Marketing mix modeling to optimize marketing spend across different channels, boosting ROI by 6 - Leveraged marketing analytics and hypothesis testing using Python (Pandas and NumPy) to provide business - Performed feature engineering, linear regression analysis, and optimized re-allocation using statistical - Employed multi-touch attribution with deep learning techniques to assess the impact of different customer - Performed data collection and processing of structured and unstructured data from multiple data sources, like - Facebook Ad Manager, Google AdSense, APIs, and relational & non-relational databases for data integration - Built causal inference based uplift modeling using propensity score matching and SK Learn to deliver actionable - Utilized Tree-based algorithms like Random Forest, XGBoost, and neural nets using Scikit learn and PyTorch for lead scoring and increased patron customers by 7% using A/B testing - Conducted exploratory data analysis to identify trends and patterns, used dimensionality reduction & feature - Implemented K-means clustering, and statistical tests for clustering using Scikit Learn, Keras, and TensorFlow - Calculated customer lifetime value (CLV) with customer churn using time series forecasting models like ARIMA - SARIMA, and FbProphet on PySpark and AWS EMR - Leveraged statistical tests for model validation and model optimization through hyperparameter tuning - Collaborated cross-functionally to create interactive dashboards for data visualizations and tracking Key - Performance Indicators (KPIs) using Tableau - Environment: AWS S3 bucket, EMR, Redshift, Athena, Glue, Lambda, Catalog, Sagemaker, PySpark, Tableau, SQL
    Trumpf
    Data Scientist
    January 2022 - August 2022
    MindTree
    Data Scientist
    Bengaluru, IN-KA, IN
    April 2019 - July 2021
Skills
A/B TestingAd ManagementAlgorithmsAmazon Elastic Compute CloudAmazon Elastic Mapreduce (EMR)Amazon RedshiftAmazon S3Amazon Web ServicesAnalytical ThinkingApache SparkApplication Programming Interfaces (APIs)Appraisal of Market ValueArtificial IntelligenceArtificial Neural NetworksBig DataBigQueryBusiness PlanningCausal InferenceCloud ComputingCluster AnalysisDashboardsData AnalysisDatabase AdministrationDatabricksData CleansingData CollectionData IntegrationData LakesData MiningData PipelinesData ProcessingData QualityData ScienceData VisualizationData WarehousingDecision Making SkillsDeep LearningDemand ForecastingExtract Transform Load (ETL)Feature EngineeringFeature ExtractionFeature SelectionForecasting SkillsGeneration of LeadsGitGithubGoogle AdSenseGoogle CloudHealth Insurance Portability and Accountability Act ComplianceHealth Reimbursement ArrangementInformation EngineeringInformation TechnologyJupyter NotebookKerasKnowledge of FinanceKnowledge of Purchasing ProcessesKnowledge of StatisticsLarge Language ModelsLinear RegressionLogistic RegressionMachine LearningManufacturingMarketing AnalyticsMarketing Mix ModelingMarketing SpendingMarket SegmentationMatplotlibMedical RecordsMicrosoft AzureMicrosoft ExcelMicrosoft WordModel ValidationMongoDBMulti-touchMySQLNamed Entity RecognitionNatural Language ProcessingNLTK (NLP Analysis)Non-relational DatabaseNumPyOncologyPandasPlotlyPostgreSQLPower BIPredictive Data AnalysisPredictive MaintenancePredictive ModellingPresentationsPrincipal Component AnalysisProactive MaintenanceProblem SolvingProgramming LanguagesPysparkPython (Programming Language)PytorchRandom ForestRaw MaterialsRegression AnalysisS3 BucketSAS (Software)Scikit LearnScrum MethodologySensorsSnowflakeSoftware Version ControlSQL DatabasesStakeholder ManagementStatistical Hypothesis TestingStock ControlStorytellingStrategic ThinkingSupervised LearningTableau (Software)TensorflowTime ManagementTime SeriesUnstructured DataUnsupervised LearningVisualizationXgboost