Skip to content
View GFiaMon's full-sized avatar

Block or report GFiaMon

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
GFiaMon/README.md

Hi, I'm Guillermo 👋

AI Engineer & Data Scientist · Berlin, Germany

I build LLM, RAG and document-intelligence pipelines end to end — from an open-ended problem statement to something running in production. Most recently at a VC-backed French Silver Tech startup, where I designed and built three LLM / vision-language document pipelines, all three now in production use.

Before tech I worked in international arts, media and audio post-production across four countries and four working languages. What carried over is the way of working: learn the domain, take an ambiguous problem, and see it through.

AWS Certified Cloud Practitioner. EU citizen, based in Berlin.


What I work with

AI & LLMs — Prompt engineering · RAG · LLM-as-a-Judge evaluation · LangChain · LangGraph · MCP servers & clients · Hugging Face · Vector DBs (Pinecone, Chroma) · LoRA
Machine Learning — Regression · Classification · Clustering · Deep learning (CNNs, LSTM, Transformers) · NLP · Statistics · A/B testing
Document intelligence & OCR — Vision language models · PyMuPDF · Tesseract · image preprocessing
MLOps & deployment — MLflow (incl. MLflow GenAI) · Docker · Kubernetes · CI/CD · Flask · Django · Celery · LangSmith · Streamlit · Gradio
Cloud & data engineering — AWS (EC2, S3, RDS, Lambda, SageMaker, EventBridge, ECR, IAM) · Azure ML · GCP · Airflow · dbt · Snowflake · MongoDB · Redis · Neo4j
Languages & data — Python · SQL · R · Bash · JavaScript


Selected projects

Project What it is Stack
MEMO — AI Meeting Intelligence Agent Transcribes recordings with speaker diarization, stores embeddings, answers RAG queries for summaries, insights and action items. Custom MCP tools and servers; Docker-deployed on Hugging Face Spaces. WhisperX, LangGraph, OpenAI, Pinecone, LangSmith, Docker, MCP
EUR/USD Prediction — Production MLOps Pipeline Automated ML pipeline on a decoupled cloud-native AWS architecture with MLflow tracking, a containerized Flask prediction API and an interactive EDA web UI. Deployment fully scripted via AWS CLI + Bash. Flask, MLflow, ARIMA, LSTM, scikit-learn, AWS, Docker
GDPR & AI Compliance Assistant Multilingual RAG chatbot for German GDPR compliance, with vector retrieval, real-time monitoring and evaluation scores. Deployed web interface. LangChain, Pinecone, Streamlit, LangSmith
Apple Silicon NN Training Optimizer Self-initiated toolkit of heuristics for estimating safe batch size, sequence length and memory use when training on memory-constrained Apple Silicon GPUs, plus a constrained search for the best RNN config in a fixed budget. TensorFlow, Apple Metal, NumPy, psutil, pytest
E-Commerce Analytics Pipeline ELT warehouse on Snowflake: 17 dbt models in a layered build (staging → star schema → marts), 51 dbt tests green on a full build, orchestrated by three Airflow DAGs with retries and a daily schedule. Snowflake, dbt, Airflow, AWS S3, SQL
NLP Fake News Detection Text classification pipeline with NLP preprocessing and supervised ML. NLP, scikit-learn
Real Estate Price Prediction Regression model for housing prices, evaluated with cross-validation and error metrics. pandas, scikit-learn
Berlin Rent vs. Inflation Statistical hypothesis testing on housing costs and inflation, with supporting visualizations. Python, statistics, matplotlib/seaborn
SQL iMDB Movies Database Schema design with indexing and analytical queries for movie analytics. SQL
Happiness Index Dashboard Interactive dashboard visualizing global happiness KPIs. Tableau

Education & certifications

Data Science & AI Diploma — Ironhack, Berlin (2025–2026)
AWS Certified Cloud Practitioner (11/2025)
Generative AI for Data Analysts — IBM (10/2025)
Certified SQL Developer, Professional Level — W3Schools (05/2025)

Before tech
State-Certified Sound Designer — Berlin (systems thinking, DSP, complex data-stream management)
Master's-level degree in Fine Arts (Media Art) — Academy of Fine Arts Leipzig (HGB) (German Diplom)

Languages

Spanish (native) · German (C1/C2) · English (C1) · Italian (C1)

Pinned Loading

  1. meeting-intelligence-agent meeting-intelligence-agent Public

    AI meeting assistant that transcribes discussions with speaker identification and answers questions about past meetings. Uses WhisperX for transcription + diarization and Pinecone for semantic search.

    Python

  2. eurusd-mlops-pipeline eurusd-mlops-pipeline Public

    End-to-end MLOps pipeline for EUR/USD exchange rate prediction with AWS deployment

    Jupyter Notebook 1

  3. multilingual-gdpr-rag multilingual-gdpr-rag Public

    Retrieval-Augmented Generation system for GDPR compliance - German/English Q&A for small businesses and craftspeople

    Jupyter Notebook 1

  4. data-wrangling-project data-wrangling-project Public

    Analysis of Berlin's rental index against Germany's inflation rate

    Jupyter Notebook

  5. berlingo-germany-price-analysis berlingo-germany-price-analysis Public

    Analyzing Citroën Berlingo used car listing in AutoScout24 in Germany (2012–present/2025-05) to identify pricing trends and factors influencing 'good deals'.

    Jupyter Notebook

  6. ecommerce-analytics-snow-pipeline ecommerce-analytics-snow-pipeline Public

    🚀 E-commerce Analytics Pipeline: A scalable 🔄 data pipeline using snowflake ❄️ + dbt + Airflow to transform raw e-commerce data into a Snowflake star schema.

    Python