Machine learning engineer building custom predictive systems with Python and model-tuning workflows, including 3+ models built for prediction work. Designed a Temporal Fusion Transformer for time series forecasting, optimized preprocessing on a 6M-row dataset, and resolved embedding and output-shape bugs to keep training stable. Comfortable translating raw data into a model architecture that supports quantile loss and variable selection. Computer Engineering at Purdue University, with graduation expected in 01/05/2028.
Overview
6
6
years of professional experience
Work History
Automation and Process Control Systems CO-OP
DuPont Electronics / Qnity Electronics
Circleville, OH
08.2026 - 12.2026
Supported control system troubleshooting by tracing signal issues and verifying expected equipment responses.
Prepared clear shift notes that captured observations, follow-up actions, and unresolved process concerns.
Reviewed trend data to spot unusual patterns and support process adjustment decisions.
Participated in team discussions to clarify test findings and next steps for ongoing process work.
Advanced Time Series Forecasting With Custom Models
Solo Project
Orlando, FL
04.2025 - 08.2025
Processed 42 million forecast rows through optimized preprocessing pipelines for a 6M-row time series dataset.
Built a custom Temporal Fusion Transformer architecture with attention mechanisms, variable selection, and quantile loss.
Optimized preprocessing pipelines and feature engineering to support scalable time series training.
Debugged embedding and output shape mismatches to keep model inputs aligned during experimentation.
High School Experience
.
Paris, France And Orlando, FL
08.2020 - 05.2024
Improved 100% code validation coverage by tightening testing routines and version-control habits during app development.
Tracked 5 robotics tasks per sprint while coordinating build priorities, debugging support, and team handoffs.
Led programming support for a FIRST global robotics team competing internationally.
Developed several mobile applications using C, Java, and Python.
Earned Unity development and Business Management certifications while balancing technical and leadership responsibilities.
Researcher
University of Florida
Gainesville, FL
05.2023 - 08.2023
Simulated 2 shock tube runs to model shockwave behavior in a controlled environment.
Trained 4 combustion models on the University of Florida supercomputer using matched pressure and temperature inputs.
Programmed a shock tube model using the Navier-Stokes equations to study shockwave behavior in a controlled setting.
Simulated hydrogen and oxygen mixing after expulsion from a porous fuel injector.
Modeled combustion behavior for a porous fuel injector under aerospace propulsion conditions.
Used the University of Florida supercomputer to run the hydrogen-oxygen simulation under high-performance compute conditions.
Aligned simulation inputs with the pressures and temperatures used in SpaceX Raptor2 engines for relevant comparison.
Education
Bachelor of Science - Computer Engineering
Purdue University
West Lafayette, Indiana
05-2028
Skills
C
Java
Python
C#
C
PyTorch
NumPy
Scikit-learn
Data preprocessing
Hyperparameter tuning
Cloud computing
TensorFlow
Model validation
Machine learning model deployment
Feature engineering
MLOps
SQL
Experiment design
Time series forecasting
Git
Unit testing
Linux
Docker
REST API development
Interests
Rowing, Recreational Drone Pilot, Modeling Software, Programming, Travel, Space, Volunteering, Aerospace tech, Engineering in a world of data community
Timeline
Automation and Process Control Systems CO-OP
DuPont Electronics / Qnity Electronics
08.2026 - 12.2026
Advanced Time Series Forecasting With Custom Models
<ul><li>Company Overview: Group Company of PUIG, Spain</li><li>Team Leadership & Process Excellence: Organised the transformation of the Finance & Accounts function, establishing performance-driven goals, and embedding a culture of accountability and continuous improvement. Drove operational efficiency through process redesigns, SOP implementation and optimal resource deployment, leading to measurable improvements in turnaround time and accuracy.</li><li>Strategic Partnering with CXOs: Acted as a key advisor to the CEO, CFO, and other CXOs on business planning, pricing strategies, and business model pivots to support scale-up and profitability. Contributed to investor communications with data-backed insights to enhance stakeholder confidence and secure strategic funding.</li><li>Cross-Functional & Global Stakeholder Management: Functioned as the strategic finance business partner to cross-functional heads and the PUIG global finance team, aligning local execution with global financial strategies and compliance requirements.</li><li>ERP Transformation & System Automation: Led end-to-end ERP reimplementation to address system gaps, enforce role-based controls, and automate core finance processes—resulting in enhanced data accuracy, faster reporting and improved internal controls.</li><li>Costing, Inventory & Profitability Optimization: Designed and implemented plant-level costing models to ensure accurate COGS determination. Improved inventory management across pricing, consumption tracking, and aging analysis—enabling better working capital control and cost efficiency.</li><li>Manufacturing Finance & Statutory Compliance: Supervised end-to-end accounting for manufacturing operations and ensured full statutory compliance.</li><li>Financial Reporting, MIS & Profitability Analytics: Delivered accurate and timely monthly MIS reports, including P&L, Balance Sheet and KPI dashboards with deep-dive variance analysis across stores, business verticals, and geographies. Supported board-level decision-making through insightful presentations on financial health and business performance.</li><li>Budgeting, Forecasting & Business Planning: Led the Annual Operating Plan (AOP) and rolling forecasts, ensuring alignment with strategic objectives and market dynamics. Monitored key financial metrics to enable business decisions and proactive cost management.</li><li>Statutory, Internal & Tax Audit Management: Finalized standalone and consolidated financials under Ind AS and IFRS, ensured timely group reporting and compliance with international standards. Delivered clean and timely closures of statutory, tax, and internal audits in coordination with Big 4 auditors. Strengthened audit readiness through pre-audit diagnostics and rectification of recurring control gaps.</li><li>Regulatory Compliance & Risk Management: Ensured end-to-end compliance which includes ROC, RBI, FEMA, Income Tax, GST, Transfer Pricing, DTAA, and Customs. Reviewed cross-border contracts and transactions to ensure arm’s length pricing, accurate TDS application, and proper documentation under Transfer Pricing regulations.</li><li>Commercial Negotiation & Contract Governance: Led commercial negotiations and structured deals with vendors and franchisees. Reviewed key business contracts to ensure financial viability, risk protection, and compliance with regulatory standards.</li><li>Treasury & External Commercial Borrowing (ECB): Managed fund planning and liquidity management including ECB drawdowns, bank negotiations, and interest optimization. Improved working capital cycles through proactive cash flow forecasting and receivables control.</li><li>Internal Controls & Governance Framework: Led organization-wide reviews of internal control systems, identified process gaps, and redesigned or implemented over 40 SOPs and IFCs. Established a governance structure for financial discipline, risk mitigation, and policy compliance across departments.</li></ul> at Kama Ayurveda Pvt. Ltd. & PUIG India Pvt. Ltd.<ul><li>Company Overview: Group Company of PUIG, Spain</li><li>Team Leadership & Process Excellence: Organised the transformation of the Finance & Accounts function, establishing performance-driven goals, and embedding a culture of accountability and continuous improvement. Drove operational efficiency through process redesigns, SOP implementation and optimal resource deployment, leading to measurable improvements in turnaround time and accuracy.</li><li>Strategic Partnering with CXOs: Acted as a key advisor to the CEO, CFO, and other CXOs on business planning, pricing strategies, and business model pivots to support scale-up and profitability. Contributed to investor communications with data-backed insights to enhance stakeholder confidence and secure strategic funding.</li><li>Cross-Functional & Global Stakeholder Management: Functioned as the strategic finance business partner to cross-functional heads and the PUIG global finance team, aligning local execution with global financial strategies and compliance requirements.</li><li>ERP Transformation & System Automation: Led end-to-end ERP reimplementation to address system gaps, enforce role-based controls, and automate core finance processes—resulting in enhanced data accuracy, faster reporting and improved internal controls.</li><li>Costing, Inventory & Profitability Optimization: Designed and implemented plant-level costing models to ensure accurate COGS determination. Improved inventory management across pricing, consumption tracking, and aging analysis—enabling better working capital control and cost efficiency.</li><li>Manufacturing Finance & Statutory Compliance: Supervised end-to-end accounting for manufacturing operations and ensured full statutory compliance.</li><li>Financial Reporting, MIS & Profitability Analytics: Delivered accurate and timely monthly MIS reports, including P&L, Balance Sheet and KPI dashboards with deep-dive variance analysis across stores, business verticals, and geographies. Supported board-level decision-making through insightful presentations on financial health and business performance.</li><li>Budgeting, Forecasting & Business Planning: Led the Annual Operating Plan (AOP) and rolling forecasts, ensuring alignment with strategic objectives and market dynamics. Monitored key financial metrics to enable business decisions and proactive cost management.</li><li>Statutory, Internal & Tax Audit Management: Finalized standalone and consolidated financials under Ind AS and IFRS, ensured timely group reporting and compliance with international standards. Delivered clean and timely closures of statutory, tax, and internal audits in coordination with Big 4 auditors. Strengthened audit readiness through pre-audit diagnostics and rectification of recurring control gaps.</li><li>Regulatory Compliance & Risk Management: Ensured end-to-end compliance which includes ROC, RBI, FEMA, Income Tax, GST, Transfer Pricing, DTAA, and Customs. Reviewed cross-border contracts and transactions to ensure arm’s length pricing, accurate TDS application, and proper documentation under Transfer Pricing regulations.</li><li>Commercial Negotiation & Contract Governance: Led commercial negotiations and structured deals with vendors and franchisees. Reviewed key business contracts to ensure financial viability, risk protection, and compliance with regulatory standards.</li><li>Treasury & External Commercial Borrowing (ECB): Managed fund planning and liquidity management including ECB drawdowns, bank negotiations, and interest optimization. Improved working capital cycles through proactive cash flow forecasting and receivables control.</li><li>Internal Controls & Governance Framework: Led organization-wide reviews of internal control systems, identified process gaps, and redesigned or implemented over 40 SOPs and IFCs. Established a governance structure for financial discipline, risk mitigation, and policy compliance across departments.</li></ul> at Kama Ayurveda Pvt. Ltd. & PUIG India Pvt. Ltd.
<ul><li>Profile: Record to Reporting (R2R)</li><li>Performing financial reporting and controlling for across all the entities (in Hyperion and Oracle = JD Edward).</li><li>Performing End to End P&L finalization (Review of accruals, Negative Cash Accrual, prepaid amortization schedule, FX Adjustments, creation, deletion and capitalization of fixed assets, posting of depreciation etc.) & taking calls with Controllers during Months end for further review of P&L.</li><li>Banking process includes positive pay exceptions, stop payment, voiding checks with AP team. Checks movement to unclaimed property. Payment proof, remittance details.</li><li>IFRS lease computation complying with IFRS 16 in CoStar – Real Estate Manager system (this is only for lease).</li><li>Preparation of webforms and variance analysis report and sharing with stakeholders with detailed information.</li><li>Performing Balance sheet reconciliation with adherence of policy and clearance of open items along with relevant details of lines which is overaged however will be staying for long time (i.e.- Bonus and dividends, Common Stocks, Security Deposits).</li><li>Facilitating team operations by discussions through the sharing of information and knowledge, identification of teamwork issues, development of problem-solving recommendations, and recommendations of standardizing team operations.</li><li>Cross train resources in order to have backup of each other to help team synergy helping team members to take leaves when required without bothering of work/process deliverables.</li><li>Conduct weekly, biweekly and monthly meetings with stake holders as per their agreement.</li><li>Create opportunities for team members to provide input on procedures/processes and share their expertise with other team members.</li><li>Working knowledge of ERP systems People Soft, ART (Reconciliation software of Oracle), JD Edward, Teradata, Cetova, Hyperion (HFM), Cadency, Blackline, SAP, NetSuite, Workday Adaptive, Coupa, Tableau, CoStar, Alteryx.</li><li>PROCESS IMPROVEMENTS</li><li>Given 12 lean ideas in area of Month End Close journals, Balance Sheet Reconciliations, and Bank Reconciliations.</li><li>Part of a green belt project on quality of reconciliations and BOT implementation (work in progress) – controllership impact</li><li>Bring automation & Marco enabling dash board MIS reporting for monthly SLA, KPI, IC balances, Cash forecasting etc.</li></ul> at Genpact India Pvt. Ltd<ul><li>Profile: Record to Reporting (R2R)</li><li>Performing financial reporting and controlling for across all the entities (in Hyperion and Oracle = JD Edward).</li><li>Performing End to End P&L finalization (Review of accruals, Negative Cash Accrual, prepaid amortization schedule, FX Adjustments, creation, deletion and capitalization of fixed assets, posting of depreciation etc.) & taking calls with Controllers during Months end for further review of P&L.</li><li>Banking process includes positive pay exceptions, stop payment, voiding checks with AP team. Checks movement to unclaimed property. Payment proof, remittance details.</li><li>IFRS lease computation complying with IFRS 16 in CoStar – Real Estate Manager system (this is only for lease).</li><li>Preparation of webforms and variance analysis report and sharing with stakeholders with detailed information.</li><li>Performing Balance sheet reconciliation with adherence of policy and clearance of open items along with relevant details of lines which is overaged however will be staying for long time (i.e.- Bonus and dividends, Common Stocks, Security Deposits).</li><li>Facilitating team operations by discussions through the sharing of information and knowledge, identification of teamwork issues, development of problem-solving recommendations, and recommendations of standardizing team operations.</li><li>Cross train resources in order to have backup of each other to help team synergy helping team members to take leaves when required without bothering of work/process deliverables.</li><li>Conduct weekly, biweekly and monthly meetings with stake holders as per their agreement.</li><li>Create opportunities for team members to provide input on procedures/processes and share their expertise with other team members.</li><li>Working knowledge of ERP systems People Soft, ART (Reconciliation software of Oracle), JD Edward, Teradata, Cetova, Hyperion (HFM), Cadency, Blackline, SAP, NetSuite, Workday Adaptive, Coupa, Tableau, CoStar, Alteryx.</li><li>PROCESS IMPROVEMENTS</li><li>Given 12 lean ideas in area of Month End Close journals, Balance Sheet Reconciliations, and Bank Reconciliations.</li><li>Part of a green belt project on quality of reconciliations and BOT implementation (work in progress) – controllership impact</li><li>Bring automation & Marco enabling dash board MIS reporting for monthly SLA, KPI, IC balances, Cash forecasting etc.</li></ul> at Genpact India Pvt. Ltd
Robotics Process Automation Management (Co-Op) at Carrier Corporation/ DexianRobotics Process Automation Management (Co-Op) at Carrier Corporation/ Dexian