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Data Scientist, Bionics Engineer & Educator

I am a data scientist with Bionics Engineering background and knowledge on machine learning, data analysis and visualization technologies. I am passionate in Artificial Intelligence as a tool to create meaningful solutions to complex problems. Furthermore, I have a curious and creative personality that keeps updated and learning about the current AI landscape and its trends.

Skills

  • Clean, transform, merge and visualize data with Python using NumPy, Pandas, Matplotlib, Seaborn, Altair, Plotly, etc...
  • Experience with implementing machine learning algorithms (Scikit-learn, PyTorch and TensorFlow) to create clusters, models and to detect underlying patterns in data.
  • Develop data pipelines: extract, transform and load (ETL’s).
  • Knowledge in SQL (MySQL, PostgreSQL and Firebird).
  • Conformable in working with version control (GIT).
  • Understanding of Clould Technologies (AWS and Azure) and Linux.
  • Experience with agile development, methodologies and tools such as scrum, kanban, Jira, stand-ups, sprint planning.
  • Define and measure metrics (KPI’s, OKR’s) to make data-driven decisions to reach specific objectives and raise productivity.
  • Turn data into interactive easy-to use data visualizations, dashboards, reports and presentations with Tableau and Streamlit.
  • Hands-on experience in computer vision (OpenCV) and natural language processing NLP (sentiment analysis using textblob and OCR using tesseract)
  • Excellent skills in mathematics (calculus, linear algebra, statistics).
  • Solid understanding of object-oriented programming in Python

Interests

I also enjoy board games, education, photography, traveling, swimming and good storytelling. Send me a message if you want to talk about any of those things!

Contact

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Mariano Orozco Garcia's Projects

abp_demo icon abp_demo

Creador de proyectos educativos para cualqueir tema. Aprendizaje Basado en Proyectos

albumsong icon albumsong

Responsive demo "AlbumSong" Web Site Developed in Python using Django and Bootstrap.

biologicalsignalprocessing icon biologicalsignalprocessing

This repository goes trough several techniques in signal processing. It was part of the Biological Signals course on my university.

cine icon cine

Esté es uno de los primeros programa que cree, es una interfaz para el cajero en un cine.

compuertasusandona icon compuertasusandona

En este proyecto escolar he utilizado circuitos electronicos para representar los conceptos de una pequeña red neuronal para compuertas electrónicas AND y OR.

consolavideojuegos icon consolavideojuegos

Este fue el proyecto final de la materia de Programación Orientada a Objetos, la primer materia que tuve de programación. Tiene algunos errores pero es posible utilizarlo. Nos tardamos años haciéndolo (el tetris es de mi compañero).

controladorlogicadifusa icon controladorlogicadifusa

Este pequeño proyecto incluye un programa de arduino que utiliza lógica difusa para controlar la posición de un motor de corriente directa.

data-science-projects icon data-science-projects

This repository is a sandbox of tutorials and random ideas around data-science that also serves as a simple portfolio.

economic-indicators icon economic-indicators

This is a series of functions that plot economic indicators based on json formated data.

ejemplossimplesdeai icon ejemplossimplesdeai

Aquí encontraremos implementaciones simples de tres algoritmos: A Star, Q-Learning y Ant Colony Optimization.

esqueletizaciondelcuerpohumano icon esqueletizaciondelcuerpohumano

En este repositorio se encuentra un trabajo realizado para la ESCOM del IPN en Matlab cuyo asesor fue el Dr. Jesús Yaljá Montiel Pérez durante el *Verano de la Investigación Científica y Tecnológica del Pacífico XIX*.

faceclasifier icon faceclasifier

The objective of the project is to use an Artificial Neural Network to classify between photos of two male subjects. We extracted features of the subject’s eyes, nose and mouth using Minimum Eigenvalue Algorithm to extract the corner points. Then, this information is reduced to a vector that will be used as an input for the Artificial Neural Network Training and Classification.

flockingbehavior-swarm icon flockingbehavior-swarm

Drones working together for collective movement and flocking behavior written in ROS with python nodes (thesis project Participants: Kevin Gutierrez, Celeste Villaverde, Mariano Orozco).

juegoahorcado icon juegoahorcado

Es uno de los primeros programas que hice, fue una tarea la materia de introducción a la programación. Muy simple pero divertido.

machinelearningcoursematerial icon machinelearningcoursematerial

The project was done for the Computer Research Center (CIC) for the "Machine Learning" subject taught by PhD. Salvador Godoy Calderón. It had the objective of developing a functional motor to help along the practices and examples of the course.

marianoog.github.io icon marianoog.github.io

Página personal antigua de Mariano Orozco García, ve la versión actual en www.marianoog.com

metodosnumericos icon metodosnumericos

Este repositorio contiene las practicas realizadas en la materia de análisis numérico durante mi universidad, en cada una encontrarás las funciones de Matlab utilizadas así como un archivo *main.m* con el script principal que utiliza dichas funciones.

modelosneuronales icon modelosneuronales

En esta serie de prácticas que realice en la universidad se muestran modelos neuronales simulados en simulink. Dentro de estos modelos se encuentran las neuronas tipo Perceptron, Adeline, Hebianna así como el modelo integra y dispara, el modelo HH y una red asociativa.

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