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Marcos Ortiz, PhD

I am a researcher with a PhD in Mathematics. For the past few years, I have been focused on applications of machine learning algorithms, and other data science tools, to solving real world problems.

Some highlights from my skill set:

  • Proficient in Python, and SQL, including many common libraries
    • Numpy, Scipy, Pandas, Polars, Matplotlib, Seaborn, etc.
  • Deep understanding of the mathematics behind common deep learning algorithms, and experience implementing these tools to solve problems with real world data
  • Experience building models using neural networks, including multiple variations of convolutional and recurrent neural networks (CNNs and RNNs)
    • Scikit-Learn, PyTorch, Tensorflow, Keras
  • Experience working with natural language processing (NLP) tools, including embedding models, vector databases, and retrieval augmented generation (RAG) pipelines
    • Hugging Face, LangChain, LanceDB
  • Familiar with fundamental topics in statistics, including probability, hypothesis testing, and experimental design
  • Capable of writing and presenting reports that communicate technical results to audiences with diverse backgrounds

Connect with me on LinkedIn, and check out my web site for a summary of recent projects and results.

Marcos Ortiz's Projects

erdos_groundwater icon erdos_groundwater

Implementing supervised machine learning models to forecast groundwater levels using surface water and weather data. Final project for the Erdos Institute Data Science Boot Camp, Fall 2023.

erdos_paware icon erdos_paware

Pawsitive Retrieval RAG Project - Erdos Institute Deep Learning Boot Camp - Spring 2024

kepler-mapper icon kepler-mapper

KeplerMapper is a Python class for visualization of high-dimensional data and 3-D point cloud data.

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