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Focusing
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Focusing
  • Madbox
  • Barcelona

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mponsclo/README.md

Hi, I'm Marcel 👋

Senior Data Scientist based in Barcelona. I build predictive models and the data infrastructure that makes them possible. LTV forecasting, churn prediction, and end-to-end pipelines on GCP.


Featured projects

ProjectUse caseStackKey result
bigquery-air-quality-forecastingAir quality forecasting + anomaly detectionLightGBM, dbt, BigQuery, Terraform, Cloud Run25-station ensemble, deployed to Cloud Run
banking-fraud-detection-pipelineFraud detection + expense forecastingLightGBM, dbt, DuckDB, LangChain, BigQueryFraud BA=0.97, forecasting R2=0.76
session-recommender-lambdarankSession-based product recommendationsLightGBM LambdaRank, Item2Vec, dbt, DuckDBNDCG@5 = 0.377, Hit Rate@5 = 76%
music-streaming-churn-predictionSubscription churn prediction (KKBox, WSDM Cup 2018)LightGBM, Optuna, SHAP, dbt, DuckDBROC-AUC 0.924 on temporal holdout
temporal-association-rules-multimorbidityClinical pattern mining from EHR dataPython, Apriori extensions, Fleiss KappaMSc thesis, validated with physicians

Right now

  • Deepening knowledge in causal inference and Bayesian modeling through production use cases at Madbox.
  • Exploring how far AI can go in replacing or augmenting data work (and where it falls short)

📎 LinkedIn · 🌐 mponsclo.com

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  1. temporal-association-rules-multimorbiditytemporal-association-rules-multimorbidityPublic

    Final Master's Project 2022. Development of two algorithms extending the Apriori framework with temporal dimensions to mine sequential clinical patterns from electronic health records of multimorbi…

    Python

  2. drug-interaction-nlpdrug-interaction-nlpPublic

    Repository for the Advanced Human Language Technologies course at UPC. Named Entity Recognition and retrieval of drugs interactions from raw text using Natural Language Processing techniques

    Jupyter Notebook 1

  3. bigquery-air-quality-forecastingbigquery-air-quality-forecastingPublic

    End-to-end air quality forecasting & anomaly detection for 25 Seoul stations: DBT pipeline, LightGBM ensemble, FastAPI serving, Streamlit dashboard

    Python

  4. banking-fraud-detection-pipelinebanking-fraud-detection-pipelinePublic

    End-to-end fraud detection pipeline: LightGBM + Focal Loss, dbt on BigQuery, Terraform-managed GCP, FastAPI on Cloud Run

    Python

  5. session-recommender-lambdaranksession-recommender-lambdarankPublic

    Two-stage session-based recommender (LightGBM LambdaRank) for an Inditex hackathon. Cold-start focused, 93% of sessions have no user history. NDCG@5 = 0.377, Hit Rate@5 = 76%.

    Python

  6. music-streaming-churn-predictionmusic-streaming-churn-predictionPublic

    End-to-end churn prediction on KKBox WSDM 2018: DuckDB + dbt feature engineering, LightGBM + Optuna, SHAP, temporal holdout evaluation.

    Python