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ffumero2003/README.md

Felipe Fumero

Data & AI Engineer — batch and streaming pipelines (BigQuery, dbt, Airflow, PySpark) and production LLM applications, including work on the Claude API.

Currently: building out end-to-end data platforms with governance and IaC baked in, not bolted on.


Stack

Ingestion & Processing Warehouse & Modeling Orchestration & Infra AI / LLM
Python, PySpark, pandas BigQuery, dbt, SQL Airflow, Docker, Terraform Claude API, RAG, MCP

Featured projects

  • github-firehose-activity — PySpark pipeline processing 100M+ GitHub Archive events into a BigQuery star schema, dbt-tested, Airflow-orchestrated
  • terraform-gcp-data-platform — A GCP analytics platform where every resource is IaC, and an AI viewer on top is infrastructurally incapable of writing data
  • credit-risk-explainable-ai — Credit-risk scoring (XGBoost + SHAP) with Claude-generated, FCRA-style explanations and fair-lending guardrails
  • retrieval-benchmark — Measured retrieval quality: naive vector search vs. hybrid BM25/vector + rerank, over a real 10-K filing
  • b2-mcp-server — MCP server exposing Backblaze B2 as tools an AI client can call, with a fenced filesystem and audit-logged deletes
  • b2-sync — Backup CLI in Go with SHA-256 diffing and a bounded worker pool

📫 LinkedIn · felipefumero.com

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  1. credit-risk-explainable-ai credit-risk-explainable-ai Public

    This project ingests the Home Credit Default Risk dataset into Google BigQuery, transforms it into clean analytical models with dbt, trains an XGBoost credit-risk model (benchmarked against a logis…

    Python 1

  2. github-firehose-activity github-firehose-activity Public

    PySpark pipeline processing 100M+ nested JSON events from the GitHub Archive firehose — explicit schema, multi-grain star schema (event + commit facts) in BigQuery, dbt tests, and Airflow orchestra…

    Python 1

  3. retrieval-benchmark retrieval-benchmark Public

    Measured retrieval-quality benchmark: naive vector search vs contextual chunking + hybrid BM25/vector + Cohere rerank, over Apple's 10-K. FastAPI and React side-by-side diff, with precision/recall/…

    Python 1

  4. b2-mcp-server b2-mcp-server Public

    MCP server exposing Backblaze B2 Cloud Storage as tools an AI client can call — list, upload, download, delete, and report bucket usage against a budget. TypeScript, stdio, filesystem access fenced…

    TypeScript 1

  5. b2-sync b2-sync Public

    Backup CLI in Go: watches a folder, diffs against a JSON state file by mod-time and SHA-256, and uploads only what changed to Backblaze B2 through a bounded worker pool with retry. Deletion is opt-in.

    Go 1

  6. terraform-gcp-data-platform terraform-gcp-data-platform Public

    A minimal analytics platform on Google Cloud where every resource is provisioned as code with Terraform, and a Streamlit + AI viewer on top can read the data but physically cannot write it — becaus…

    Python 1