MLOps Credit Risk Pipeline

End-to-end MLOps pipeline that trains an XGBoost credit risk model on Amazon SageMaker and serves real-time predictions via FastAPI on Amazon EKS, with all infrastructure provisioned by Terraform.

RAG Pipeline on AWS

Full-stack Retrieval-Augmented Generation system on AWS with streaming SSE responses, conversation memory, and a React chat interface — 71 resources across 15 AWS services provisioned with a single Terraform command.

AWS Serverless GenAI Enrichment

Event-driven Lambda suite that starts jobs, fetches project documents, and delivers AI enrichment results with resilient DLQ handling and layered logging utilities.

DevOps Packaging & Release Automation

PowerShell-driven workflow that versions, tags, and promotes managed packages with guardrails around validation, ancestry, and GitHub release creation.

Event-Driven Run Ledger

Serverless observability stack that tracks AI pipeline job lifecycles through EventBridge events, DynamoDB state tables, and an authenticated REST API with a live web dashboard.

Headless Document Retrieval

Containerized Lambda that runs headless Chrome to fetch construction documents from multiple provider portals, applying rule-based filtering and PDF processing before forwarding through an AI enrichment pipeline.

S3-to-Data Cloud Ingest

AWS SAM application that triggers a Lambda on S3 PDF uploads, authenticates via OAuth 2.0 token exchange, and forwards events to the Salesforce Data Cloud unstructured ingest API.

Kaggle Machine Learning Notebooks

Tackled real-world problems in data science and machine learning through Kaggle competitions. Focused on tasks such as predicting obesity risk and classifying manufacturing defects.

AWS Cloudwatch Dashboards

CloudWatch dashboards and widget Lambda that aggregates client jobs, enrichment results, and DLQ items into a live HTML view with quick navigation links back to operational dashboards.

Procore Enterprise Integration

Developed a solution for seamless, one-way data synchronization between a central customer relationship management (CRM) system and multiple construction project management platforms.

JD Edwards Enterprise Integration

Developed a robust data integration solution to facilitate the seamless transfer of sales order data from a CRM system to Oracle's JD Edwards, despite lacking direct API access to the ERP.

SAP Sales Data Integration

A complex integration to streamline global sales data management for a company with SAP HANA instances in five countries.

Snowflake Data Warehouse Integration

Daily synchronization of account and opportunity data using the Snowflake SQL REST API.

Sales Quote Builder with Real-Time ERP Data

Custom quote builder with live product & inventory data pulled from a custom integration with a QAD ERP database.

Contact Data Visualization

Interactive contact tree displayed as an SVG and built using the D3.js data visualization library.

Project Data Visualization

Dynamically generated chart using the Chart.js data visualization library with data aggregation on the backend.