AI/ML Engineer building production-ready ML and Generative AI systems across modeling, serving, evaluation, monitoring, and decision support.
From validated data pipelines → model evaluation → deployed APIs → decision-support systems.
| Area | What it means in practice |
|---|---|
| Production ML systems | Leakage-safe pipelines, calibrated outputs, threshold policies, reproducible artifacts, and decision-ready outputs |
| Generative AI & RAG | Retrieval attribution, hallucination exposure, tool-calling agents, structured outputs, and quality checks before rollout |
| APIs & serving | Dockerized FastAPI services, strict schemas, versioned artifacts, and CI-friendly delivery |
| Monitoring & ops | Telemetry, drift signals, cost/latency trade-offs, triage thresholds, and operator-facing workflows with clear handoff logic |
| Applied NLP & CV | Text classification, semantic search, threshold tuning, explainability, image restoration, and practical computer vision apps |
| Project | What it demonstrates |
|---|---|
| Fraud Risk Ops Platform | FastAPI inference, Streamlit analyst UI, calibrated risk scores, threshold policies, audit logs, batch jobs, and monitoring hooks |
| RAG QA Command Center | Retrieval quality evaluation, hallucination exposure, trace review, configuration trade-offs, and policy simulation |
| LLMOps Telemetry Command Center | Reliability, latency, cost, routing-policy review, drift signals, triage thresholds, and evidence exports |
| Advanced ML Sentiment Lab | TF-IDF pipelines, ROC/PR evaluation, threshold tuning, error review, live prediction, and exportable artifacts |
| Health Intelligence Platform | Behavioral risk analytics, cohort KPIs, threshold diagnostics, feature importance, trends, and scenario simulation |
| Old Photo Restorer | Gradio computer vision app with GFPGAN restoration, optional upscaling, before/after preview, and batch ZIP export |
| Project | Focus |
|---|---|
| Short-Video Intelligence Dashboard | Virality scoring, engagement metrics, creator leaderboards, timing patterns, and segment benchmarks |
| EV Charging Analytics | Geospatial infrastructure analytics, fast-DC allocation scenarios, market slices, and network planning |
| Football Matches Dashboard | European football and UCL analytics: KPIs, standings, team explorer, head-to-head, and interactive match tables |
| Seaborn & Matplotlib Visual Lab | Interactive Streamlit lab to build, compare, and export Seaborn vs Matplotlib charts with UI controls and generated code snippets |
| Hugging Face QuickStart Tool | Gradio tool that converts model/repo URLs into run commands, download snippets, file views, risk hints, and ZIP scaffolds |
| Project | Focus |
|---|---|
| Road Accident Risk Prediction | Two-stage risk scoring with LightGBM, XGBoost residual modeling, NNLS blending, stable OOF evaluation, and interpretable risk features |
| Cancer Risk Analysis | Clean tabular data, validation, leakage-aware benchmarking, and interpretable risk modeling for educational analytical use |
| Clinical Deterioration Early Warning | 12-hour deterioration baseline with tabular models, probability ensembling, and cost-based threshold policy tables |
| Pima Diabetes Pipeline | End-to-end diabetes risk pipeline with EDA, feature engineering, calibration, cost-aware thresholding, and deployable artifacts |
| SMS Spam Detection | Dual TF-IDF pipeline with calibrated Linear SVM, nested CV, threshold tuning, explainability, and robustness checks |
| Text Sentiment Analysis | IMDB sentiment pipeline with calibrated TF-IDF baselines, threshold tuning, explainability, and BiLSTM baseline |
| Dataset | What it enables |
|---|---|
| RAG QA Logs & Corpus | RAG evaluation with QA logs, retrieval events, corpus documents, and evidence-style review workflows |
| LLM Production Telemetry | Offline LLMOps telemetry for reliability, latency, cost, routing, drift, and triage-policy review |
| Cancer Risk Factors | Health, lifestyle, environmental, and genetic features for leakage-aware risk modeling |
| Global EV Infrastructure | Standardized EV charging data for geospatial analytics, planning, and network modeling |
| YouTube Shorts & TikTok Trends 2025 | Short-form content analytics, trend exploration, creator benchmarks, and virality analysis |
| Digital Lifestyle & Mental Wellness | Behavioral signals for wellbeing analytics, cohort exploration, and predictive workflows |
| Category | Tools |
|---|---|
| Languages & Core |       |
| Data & Analytics |      |
| ML / DL |      |
| NLP / CV / LLM |           |
| Apps & Interfaces |        |
| APIs & Serving |          |
| Monitoring & Quality |        |
- 🚀 Production ML & GenAI systems: FastAPI services, Dockerized delivery, evaluation-first workflows, and review-ready outputs
- 🧠 RAG reliability: retrieval attribution, grounded outputs, guardrails, and regression-friendly review
- 🗂️ Validated data products: clean schemas, documented pipelines, reusable notebooks, and ML-ready artifacts
- 📊 Decision-support tooling: monitoring, threshold policies, analytics interfaces, and operator workflows
Best contact: LinkedIn
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