[ ML ENSEMBLE SYSTEM ]
2024
Amazon ML Challenge
End-to-end multi-modal machine learning solution engineered for high-scale item attribute classification. Combines textual embeddings, visual deep models, and structured gradient boosted classifiers.
// Integrated Pipeline
Text Data
➔
Sentence-BERT
➔
LightGBM Fusion
➔
Output
Images
➔
EfficientNet B4
➔
Vector Concatenation
Sentence Transformers
EfficientNet
LightGBM
Python
[ FULL-STACK ML AGENT ]
2023 - 2024
Heart Disease Prediction
Clinical intelligence diagnostic dashboard incorporating explainable AI outputs. Designed and containerized endpoint pipelines processing tabular parameters to forecast cardiovascular risk thresholds.
// Architecture Node
Client React
⇄
FastAPI Gateway
⇄
Docker Compose
⇄
PostgreSQL
FastAPI
Next.js
PostgreSQL
Docker
[ AUTONOMOUS SCAVENGER V4 ]
2024
Intent Scraper V4
AI-driven web crawler orchestrating multi-agent stateful graph frameworks. Resolves complex crawler blocks through automated proxy rotation, LLM categorization, and state retention.
// Orchestration Flow
Target URL
➔
LangChain Agent
➔
LangGraph Stateful Loop
➔
Redis Cache
LangChain
LangGraph
Redis
Apache Airflow
Languages
Python
SQL (PostgreSQL, BigQuery)
TypeScript
JavaScript
C++
AI & Machine Learning
LangChain
LangGraph
PyTorch
Hugging Face
Transformers
NLP / LLM Fine-tuning
Explainable AI
Backend & Databases
FastAPI
Next.js
PostgreSQL
Redis Cache
Node.js
Infrastructure & MLOps
Docker Containerization
Apache Airflow
MLflow Tracker
Git Version Control
Linux Systems
Nginx Proxy
2024 — Present
AI Engineer
Autonomous Agent Workflows
- Built Intent Scraper V4 featuring LangChain graph loops and scheduled DAG runs.
- Engineered enrichment nodes parsing 10,000+ intent records using LLM classifiers.
- Orchestrated stateful routing frameworks with LangGraph and Redis data brokers.
2024
Multi-Modal Engineer
Amazon ML Challenge Ensemble
- Integrated BERT semantic weights with raw image feature maps.
- Secured top rankings via optimized LightGBM gradient tree boosting.
- Created modular parallel pipelines for massive data preprocessing.
2023 — 2024
Systems Developer
Heart Disease Diagnostics System
- Constructed FastAPI endpoints connecting with Dockerized database shards.
- Drafted clean, low-latency UI interfaces with Next.js state handlers.
- Embedded transparent model scoring matrices for clinical evaluation.
2022 — 2026
B.Tech, Computer Science (AI & ML)
Presidency University
- Theoretical focus: neural architectures, statistical NLP, data pipelines.
- Preparing foundations for subsequent specialized graduate programs.