Projects Archive

Technical Case Studies and Project Archive

Explore flagship agentic systems, supporting AI and ML projects, and coursework case studies.

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Capability Studies

BHSI Risk Classification System
Agentic Systems
2025
BHSI Risk Classification System
Lead builder

Automated D&O risk scoring with LLM orchestration + hybrid rules for underwriters.

Python
FastAPI
BigQuery
Google Cloud
95% reduction in review time
Structured risk classification output for underwriters
Deep Research Workflow
Agentic Systems
2025
Deep Research Workflow
Lead builder

Multi-agent research pipeline with routing, eval loops, and async orchestration.

Python
OpenAI Agents SDK
asyncio
Pydantic
30-50% API cost reduction on simple queries
40-60% output quality improvement on complex tasks
Autonomous Trading System
Agentic Systems
2026
Autonomous Trading System
Lead builder

LLM-driven trading simulations and multi-agent orchestration for portfolio decisions.

Python
MCP
OpenAI Agents SDK
Gradio
4 AI traders coordinated concurrently
24 MCP instances active per cycle
Market Intelligence System
Applied ML
2025
Market Intelligence System
Lead builder

Financial intelligence platform combining FinBERT sentiment, quantitative risk scoring, and multi-agent orchestration.

Python
CrewAI
FinBERT
Pydantic
FinBERT-based financial sentiment analysis
Weighted multi-signal risk scoring
Healthcare Readmission Risk MLOps Pipeline
MLOps
2025
Healthcare Readmission Risk MLOps Pipeline
ML engineer, team of 5

Healthcare readmission pipeline with experiment tracking, config-driven runs, and a Dockerised FastAPI /predict service.

Python
scikit-learn
MLflow
Hydra
9-stage reproducible pipeline
Minority-class recall improved from 17.5% to 57.6%
Real-Time Fraud Detection Pipeline
MLOps
2025
Real-Time Fraud Detection Pipeline
Lead builder

Streaming fraud detection with live features, drift monitoring, and KPI dashboards.

Python
scikit-learn
XGBoost
Streamlit
Real-time feature engineering and scoring
Drift monitoring and KPI dashboards
LangGraph Autonomous Task Agent (Sidekick)
Agentic Systems
2025
LangGraph Autonomous Task Agent (Sidekick)
Lead builder

Autonomous task execution agent built with LangGraph for web browsing, extraction, and iterative reasoning with persistent memory.

Python
LangGraph
Playwright
SQLite
LangGraph-based stateful orchestration
Playwright-powered web automation
Self-Replicating Agent System
Agentic Systems
2025
Self-Replicating Agent System
Lead builder

Distributed meta-programming platform where agents generate, compile, and register new Python agents at runtime.

Python
AutoGen Core
gRPC
importlib
Dynamic module generation and runtime registration
Distributed gRPC worker architecture
Cloud Cost & Sustainability Advisor
Full-Stack
2025
Cloud Cost & Sustainability Advisor
Full-stack builder

Decision-support app forecasting cloud costs and carbon impact across providers.

React
TypeScript
Python
FastAPI
Cross-cloud cost and carbon forecasting
Risk-aware migration comparison workflows
AI-Powered Crypto Risk Dashboard
Full-Stack
2026
AI-Powered Crypto Risk Dashboard
Lead builder

Real-time portfolio risk insights with ML-driven volatility and correlation analysis.

Python
FastAPI
PostgreSQL
TimescaleDB
Real-time portfolio risk views
Volatility and correlation analysis
Multi-Model Sales Agent System
Agentic Systems
2025
Multi-Model Sales Agent System
Lead builder

Cross-provider agent system generating compliant, validated sales outreach.

Python
OpenAI Agents SDK
DeepSeek
Gemini
Cross-provider orchestration
Structured email generation and validation
ASL Detection Game
Computer Vision
2025
ASL Detection Game
CV and product contributor

Human-centred CV game with real-time ASL detection and live feedback.

YOLOv8
Python
FastAPI
React
90% mAP@0.5 on custom ASL dataset
Real-time webcam feedback
Multilingual Sentiment & Keyword Analyzer
NLP
2025
NLP
Multilingual Sentiment & Keyword Analyzer
Team coursework

Multilingual sentiment + keyword extraction with transformer-based NLP.

Python
HuggingFace
spaCy
KeyBERT
239 cross-platform reviews analyzed
Sentiment, emotion, and keyword extraction
Swimming Pool Detection
Computer Vision
2025
Computer Vision
Swimming Pool Detection
Individual coursework

YOLOv11 aerial detection of pools using transfer learning and custom labels.

YOLOv11
GroundingDINO
Roboflow
Object Detection
95.5% mAP after 30 epochs
Transfer learning with custom aerial labels

Regression

Used Vehicle Pricing & Valuation Model

Coursework
2025
Regression
Used Vehicle Pricing & Valuation Model
Individual coursework

Regression models predicting used car prices with engineered features.

Pandas
scikit-learn
Random Forest
Gradient Boosting
R² = 0.867
MAE ≈ EUR 2,660

Classification

Customer Churn Modelling

Coursework
2025
Classification
Customer Churn Modelling
Individual coursework

Churn model using SMOTE + gradient boosting with strong F1 performance.

scikit-learn
SMOTE
Gradient Boosting
Classification
93.2% accuracy
F1 = 0.926

Classification

Breast Cancer Classification

Coursework
2025
Classification
Breast Cancer Classification
Individual coursework

Scikit-learn pipeline for breast cancer classification with tuned KNN.

KNN
scikit-learn
Classification
Pipelines
94.2% test accuracy
Cross-validated hyperparameter tuning

Classification

Diabetes Risk Classification

Coursework
2025
Classification
Diabetes Risk Classification
Individual coursework

Model comparison on imbalanced data to select a simpler, robust classifier.

XGBoost
Logistic Regression
Model Comparison
GridSearchCV
Classifier comparison on imbalanced data
Simpler model selected after evaluation

Analytics

Gapminder Global Trends

Coursework
2025
Analytics
Gapminder Global Trends
Individual coursework

Visual analytics of 50+ years of GDP, life expectancy, and population trends.

Pandas
Seaborn
plotly
Regression
50+ years of development data analyzed
Regression and clustering on macro indicators