Sep 2024 - Feb 2025
Jul 2024 - Sep 2024
Jan 2023 - Jun 2023
Algorithmic Solution for Material Traceability and Batch Analytics System
Python
Azure Functions
Differential Algorithms
CI/CD
PowerBI
SQL
Azure DBs
Sep 2024 - Feb 2025
Goals:
- Developed a traceability algorithm using differential algorithms to enhance cost analysis accuracy.
- Integrated Azure Functions for scalable data processing.
- Implemented CI/CD pipelines for automated deployment and integration testing with 98.5% coverage.
- Created data insights with PowerBI dashboards connected to Azure SQL Databases.
Developed and deployed a comprehensive traceability and cost analysis algorithm, enhancing financial insights through advanced computations and interactive data visualizations.
High-Performance ML Model Enhancement and Code Optimization
Python
Azure ML Studio
Azure DB
XGBoost
Azure Functions
ETL
Refactoring
Jul 2024 - Sep 2024
Goals:
- Refactored codebase using hashmaps for efficient O(1) lookups.
- Retrained models with XGBoost to improve R² scores.
- Enhanced algorithm robustness with additional logic layers.
- Implemented a data quality assurance module with the team.
Contributed to a mature project by boosting efficiency and model performance through strategic refactoring, documentation, and model retraining.
ASGI-Based GenAI Platform for Seamless LLM Integration
Python
FastAPI
Microsoft Bot Framework
Azure
ASGI
Pytest
Langchain
Streamlit
Jan 2023 - Jun 2023
Goals:
- Implemented multi-server ASGI architecture for GenAI, reducing server costs and enhancing latency.
- Optimized LLMs with additional features such as function calling, audio, and custom image & document processing, decreasing operator KT time and increasing factory output.
- Developed predictive maintenance ML models and implemented them with GenAI agents.
- Deployed microservices and databases on Azure.
- Implemented custom LLM agents using Azure Bot Framework to allow seamless deployments in MS Teams, Slack, and other platforms.
Built a modular solution with a frontend, gateway, router, and SDK for GenAI agents, enabling seamless interaction with databases, audio, images, and documents, adding ML and CV capabilities.