Bimal Kumal — Software Engineer

Python· FastAPI· PostgreSQL· AWS App Runner· Docker· LangChain· PyTorch· React· TypeScript· RAG· MLflow· Vercel· OpenAI API· FAISS· Hugging Face· Python· FastAPI· PostgreSQL· AWS App Runner· Docker· LangChain· PyTorch· React· TypeScript· RAG· MLflow· Vercel· OpenAI API· FAISS· Hugging Face·

WORK

Project / 001

STELLANET

Full-Stack Web Application

March 2026

PythonFastAPIPostgreSQL AWS App RunnerDockerVercel REST APIsAuth

Owned end-to-end development and deployment on AWS App Runner — from system design through production launch and operational troubleshooting.
Resolved deployment, backend startup, and health check failures in AWS, strengthening service reliability and production readiness.

↗ Live Site ↗ GitHub

Project / 002

LLM DOC INTELLIGENCE

RAG · LangChain System

Feb 2026

LangChainRAGFAISSChromaOpenAIAWS

Built retrieval-augmented generation pipeline for faster document QA.
30% search relevance improvement via FAISS vector embeddings over keyword search.

↗ GitHub

Project / 003

FLOWER CLASSIFIER

PyTorch · Transfer Learning

Aug 2025

PyTorchResNet18CNNsTorchvision

96.98% validation accuracy with ResNet18 transfer learning on a multi-class dataset.
Augmentation pipeline (normalization, resizing, random transforms) to reduce overfitting.

↗ GitHub

SKILLS

Languages

Python
Java
SQL
R
JavaScript
TypeScript

Engineering

Data Structures
Algorithms
Object-Oriented Programming
REST APIs
CI / CD
Git · GitHub
Debugging · Testing

Cloud & Data

AWS App Runner
Docker
PostgreSQL
MySQL · NoSQL
MLflow
Pandas · NumPy
FAISS · Chroma

ML / AI

PyTorch
TensorFlow
Scikit-learn
XGBoost
Hugging Face
LangChain
RAG
Prompt Engineering

ABOUT

3.948

GPA

5×

Dean's List

90%

Scholarship

Projects Shipped

I'm a Computer Science & Data Science student at St. Joseph's University, New York — building at the intersection of full-stack engineering and applied AI. I care about shipping real things: production-ready systems, not demos. From AWS infrastructure to transformer-based retrieval pipelines, I work across the full depth of the stack.

Education

St. Joseph's University, New York Expected May 2027

BS in Computer Science & Data Science · GPA 3.948

Data Structures & Algorithms · Operating Systems · Database Systems · Software Engineering · Linear Algebra · Probability & Statistics

Experience

Honors Peer Tutor Sep – Dec 2023

St. Joseph's University · Brooklyn, NY

One-on-one & group tutoring in pre-calculus and introductory CS. Delivered tailored study plans; 20% improvement in average test scores.

RECOGNITION

Merit · Leadership

ESSE NON VIDERI SCHOLAR

90% tuition scholarship awarded for outstanding academic merit and demonstrated leadership.

Academic Excellence · 5 Semesters

DEAN'S LIST

Recognised in the top 5% of students for five consecutive semesters.

Accenture

GENERATIVE AI WITH AWS

Certification in Generative AI fundamentals and AWS integration.

Stanford Online · Andrew Ng

SUPERVISED MACHINE LEARNING

Completed Stanford's ML specialisation covering regression, classification, and neural networks.

BIMAL/KUMAL