LLM From Scratch
A self-directed program through the LLM stack, heading toward a GPT I build and fine-tune myself.
- Python
- PyTorch
- Ollama
- Embeddings
- RAG
Work in progress · Private repo
Data Scientist · San Antonio, TX
I build AI systems, and the evals that catch them making things up.
Lately that means conversational AI and evaluation frameworks, built on a strong foundation in traditional data science, forecasting and ML engineering. This site is where the notes end up.
2017Today2031, probably
Skills: LLM applications, Conversational AI, Evaluation frameworks, RAG, Intent recognition, LLM fine-tuning, NLP, Python, ML engineering, Time series forecasting, Model governance, Snowflake, Docker, Kubernetes, CI/CD.
Latest writing
All posts →Selected work
All projects →Bank Churn Prediction
Seven classifiers benchmarked on customer churn, with the deployed model serving live predictions through a Streamlit dashboard.
- Python
- Scikit-learn
- XGBoost
- Pandas
- Streamlit
- Plotly
Search Engine
A crawler, a link graph and PageRank, drawn as an interactive network. Zero missed calls from Google.
- Python
- SQLite
- BeautifulSoup
- PageRank
- D3