Eliya Abbas: Projects
Projects
19 projects across AI & ML, data and BI, and full-stack development. Repo-backed projects link to GitHub; client and professional work is described without code.
DeFi Agentic Credit Scorer
End-to-end production pipeline assigning 0–1000 credit scores to Aave V2 wallets using unsupervised KMeans clustering on raw DeFi transaction data for decision intelligence.
On-chain Risk Assessment
Risk scoring engine that rates 100 Ethereum wallets from 0 to 1000 using Compound V2 activity pulled from the Etherscan API, with a weighted, normalised feature model.
Agentic Portfolio Assistant
The "Ask my AI" assistant on this site: answers recruiter questions from my real profile with an LLM on Groq, served by Supabase Edge Functions, with guardrails, rate limits, answer caching, conversation memory and 👍/👎 feedback logged to Postgres.
NLP Recommender Engine
Content-based movie recommender on the TMDB 5000 dataset (4,800+ titles) using NLP feature extraction and cosine similarity, deployed as a Streamlit app with poster integration.
Customer Churn Prediction
Telco churn model on 7,043 customers comparing Logistic Regression and Random Forest on ROC-AUC and recall. Random Forest reached 0.842 ROC-AUC and 77% churn recall; month-to-month contracts churned at 42.7% vs 2.8% on two-year plans.
Flight Delay Prediction
Predicts whether a flight will be delayed from carrier and airport data (Kaggle Airline Delay dataset). Compares Logistic Regression and Random Forest and ships the best model with an evaluation report.
Predictive HR Analytics
Predictive ML model for employee churn analysis, utilizing classification algorithms to drive data-driven retention strategies.
Classification Core Model
Supervised learning implementation for predictive classification, focused on feature engineering and model accuracy optimization.
LLM Code Evaluation & Benchmarking
Professional work · AirDawg LabsEvaluated LLM-generated code and reasoning against Terminal-Bench and SWE-Bench: wrote and reviewed test cases, debugged execution failures, and compared models in reproducible Docker, Linux and WSL environments.
SkyBricks EDA Projects
End-to-end exploratory analysis for my SkyBricks internship: Telco churn data preparation and a Netflix Titles study covering missing-value handling, datetime parsing, feature extraction and trend visualisation.
Decision Intelligence Dashboards
Advanced BI orchestration using Excel, Power BI, and Python to transform complex datasets into actionable decision-making frameworks.
HR & Recruitment Dashboard Suite
Client work · US-based HR firm100+ interactive Tableau dashboards covering hiring KPIs, attrition, time-to-fill, compensation benchmarking and headcount planning, used in weekly executive reviews.
Real-time Service Orchestration
Full-stack QR digital menu platform: Google OAuth and email login, multi-menu dashboard, interactive menu builder, 8 templates, publishing with QR code generation, and a searchable public menu.
This Portfolio Website
Astro site with a Three.js particle hero, light/dark themes, an in-page PDF resume viewer with a highlighter marker, and structured-data SEO.
FastAPI + MongoDB Backend
Freelance workBackend-driven application with REST endpoints on FastAPI and MongoDB, JWT authentication, and a modular architecture built to plug into AI workflows.
InteliHuman Business Website
Client workResponsive, SEO-optimised static site in HTML5 and TailwindCSS with semantic markup and structured metadata. Loads in under a second and was delivered production-ready in 8 days.
Zip Utility App
A faster, redesigned alternative to legacy zip-file tools, built AI-first with an LLM-guided project structure and an SEO-first architecture.
Utility Calculator Site
A set of utility calculators, starting with BMI and mortgage, modernising outdated high-traffic tools as part of a micro-tool portfolio.
GitHub Activity
Real-time stats from my GitHub profile.
I’m a Python Developer and Data Analyst with 2+ years of experience working on real-world data problems, automation, and analytics-driven applications.