Dhananjay Kumar
Senior Manager & Principal Data Scientist | LLM & GenAI at Scale | Finance & Accounting
- Role
- Senior Manager Principal Data Scientist at Connor Group
- Location
- Salt Lake City, UT, US
- LinkedIn followers
- 500 followers
About Dhananjay Kumar
I’m a Principal Data Scientist and Senior Manager specializing in enterprise-grade GenAI systems for finance, accounting, and regulated data environments.I help organizations move beyond GenAI proofs-of-concept to production-ready, compliant AI systems—where accuracy, auditability, and trust matter as much as model performance.My work sits at the intersection of:Artificial Intelligence × Accounting × Evidence-Based DecisioningWhat I do best• AI for Financial Reporting & AssuranceDesign and deploy LLM-driven systems for SEC/EDGAR analysis, IPO readiness, private-equity diligence, and accounting workflows, with emphasis on traceability, source attribution, and reviewer-ready outputs.• Enterprise GenAI ArchitectureLead end-to-end delivery of secure, scalable LLM platforms (RAG, fine-tuning, orchestration) integrated with financial data platforms and ERP-adjacent workflows.• Explainable & Defensible AI SystemsArchitect AI solutions with clear data lineage, human-review checkpoints, and governance controls, enabling use in compliance-critical and audit-sensitive environments—not black-box automation.• Identity & Relationship Substantiation for Audit and ForensicsDesign graph-based models to reconcile entities, counterparties, and digital identities across fragmented financial records—supporting related-party identification, control analysis, and evidentiary completeness in audit and forensic investigations.• LLM Engineering & ScaleDrive multi-GPU LLM training and optimization (PyTorch DDP, DeepSpeed), cloud deployment (Azure), and enterprise data integration (Snowflake, Docker, PromptFlow).• Leadership & DeliveryLead cross-functional data science and engineering teams, translating complex AI capabilities into decision-grade outputs with measurable business ROI.
Experience
Senior Manager Principal Data Scientist
Jun 2020 — Present · Lehi, UT, US
Production‐Grade AI Product: Delivered a domain‐specific LLM application for the accounting industry, which accelerated compliance checks and streamline financial reporting, cutting manual overhead significantly.• Fine‐Tuning Techniques: Leveraged Parameter‐Efficient Fine‐Tuning (PEFT), Sparse Fine‐Tuning (SFT), and Data Point Optimization (DPO) to tailor models lile Gemma, Qwen, Llama and Mistral for domain‐specific financial tasks. • Multi‐GPU HPC & LLM: Implemented distributed training (PyTorch DDP) using Lambda Labs cloud GPUs to fine‐tune open‐source LLMs (Llama, Mistral). Accelerated training cycles by ~40% and improved domain accuracy for financial tasks.• RAG & Automated Workflows: Built Retrieval‐Augmented Generation solutions for SEC/EDGAR document analysis, boosting IPO readiness and automating accounting intelligence processes.• LLMOps & MLOps: Deployed advanced ML pipelines via Azure ML, Docker (Azure Kubernetes service) and PromptFlow, ensuring smooth version control and continuous model retraining for finance clients.• Predictive Analytics: Led the design of exit‐strategy models (IPO, LBO, acquisition) using data from PitchBook, Crunchbase, and Snowflake, delivering data‐driven insights for strategic business decisions.• Leadership & Collaboration: Managed a cross‐functional team of data scientists and engineers, fostering best practices in HPC/LLM while aligning AI initiatives with financial stakeholders.
Education
Maharshi Dayanand University
BE, Electronics & Communicaton
CUNY School of Professional Studies
Master of Science - MS, Data Science
Skills
- Web Services
- Sap Brfplus
- Statistics
- Computer Vision
- Jquery UI
- Big Data
- Ic Webclient
- Opencv
- Sap Fiori
- Data Visualization
- Soap
- Sap Netweaver Gateway
- R
- Amazon Web Services (Aws)
- Abap
- Xamarin
- Crm
- Sap Erp
- Marketing Analytics
- Swift
- Badis
- Predictive Modeling
- Ajax
- Android Development
- Tableau
- Talend Open Studio
- Statistical Modeling
- Sap Crm
- Bol
- Sup
- Weka
- Artificial Intelligence
- Cloud Foundry
- Sap Ui5
- Jquery
- Sapui5
- Machine Learning
- Scikit-Learn
- Digital Marketing
- Wsdl
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