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ml-model-serving-api
ml-model-serving-api PublicProduction-ready ML API: FastAPI · Docker · Prometheus · Grafana · 91% test coverage · LightGBM credit risk scoring (ROC-AUC 0.754)
Python
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credit-risk-ml-pipeline
credit-risk-ml-pipeline PublicCredit default prediction pipeline — Home Credit dataset, WoE/IV feature selection, LightGBM, SHAP explainability, business score band analysis.
Python
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customer-churn-prediction
customer-churn-prediction PublicEnd-to-end customer churn prediction pipeline — EDA, feature engineering, LightGBM vs XGBoost (AUC-PR 0.639), SHAP explainability, MLflow experiment tracking, and a FastAPI serving endpoint. Built…
Python
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xg-model-statsbomb
xg-model-statsbomb PublicExpected Goals (xG) model on StatsBomb open data · Logistic Regression · shot maps, calibration curve & player xG leaderboard · La Liga 2015/16
Python
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finbert-rag-financial-intelligence
finbert-rag-financial-intelligence PublicFinancial NLP pipeline: FinBERT sentiment analysis (Macro-F1 0.87) + RAG system for regulatory Q&A using LangChain & ChromaDB. Fine-tuned on Financial PhraseBank. FastAPI serving + Streamlit demo. …
Python 1
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aml-fraud-detection
aml-fraud-detection PublicMulti-model fraud detection pipeline: Isolation Forest + LSTM Autoencoder + XGBoost ensemble (AUC-PR 0.93). Covers 5 AML typologies (structuring, velocity, geo-risk). Integrated SAR triage workflow…
Python
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