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MSc. Computer Science

Hello!

A little bit of what I do:

I am an Artificial Intelligence professional and researcher with a curious mind and a continuous desire to learn more about this wonderful world and its mysteries.

My second passion is Web Development. What would we do without the web?

Interests

Artificial Intelligence

My experience ranges from ingenious search algorithms to machine and deep learning. I will welcome our machine overlords with open arms.

Deep Learning

One of the most powerful technological achievements of humanity so far. Exploring and exploiting its power is in my destiny.

Data analytics

I enjoy finding a story to tell, and coming up with a business solution.

Web Development

The world is more connected than ever before, and I am more excited than ever before about it.

Computational neurosciences

How can machines help us understand ourselves? How can we replicate what billions of years of evolution did? Oh my...

Research

“I can live with doubt and uncertainty. I think it is much more intersting to live not knowing than to have answers which might be wrong.” -Richard Feynman

Stats

Programming & DevOps

  • Python: 95

  • FastAPI: 90

  • React.JS: 90

  • Node.js: 60

  • Databases (SQL & No SQL): 70

Deep Learning (TensorFlow)

  • Computer Vision: 90

  • Generative Deep Learning: 75

  • Deep Reinforcement Learning: 60

  • Time Series Analysis: 40

  • Natural Language Processing: 70

Data Analytics

  • Visualization: 95

  • Teaching/Presenting: 100

  • Machine Learning: 70

  • Statistical Methods: 60

Languages

  • German: 65

  • English: 100

  • Spanish: 100

My trajectory

Experience

Jun 2022 - Present

Founding Software Engineer

Paisa

Bringing financial security to people through remittance-based loans. Developed and designed a solid technological foundation for the business.

Jun 2021 - Feb 2022

Full Stack Developer

S2G Energy

Developed a solar energy consumption management web app for a major generator in Mexico using React.JSin the frontend and Django in the backend.

Jul 2020 - Dec 2020

Node.JS Back-End Developer

Chib

In charge of managing and expanding the app's Node.JS back-end hosted in AWS. Proposed and implemented the first version of Chibotito, a WhatsApp bot to make remittances.

Jan 2020 - Jul 2020

Data Analyst and Web Developer

S2G Energy

Proposed and implemented the first version of the Energy Assistant webpage (https://assistant.energy) for data visualization and device control. Proposed a WhatsApp bot for energetic queries and thermostat control.

Nov 2019 - Dec 2020

Data Analytics Teaching Assistance

Tecnológico de Monterrey

Assist in the delivery of lectures that covered Python for data analysis, Machine Learning basics (sci-kit learn), Deep Learning basics (Tensorflow), front and back-end development, JavaScript for data visualization (D3.js, Leaflet.js, Plotly.js), and databases (SQL & No-SQL).

Jan 2019 - Jan 2020

Business Analyst

S2G Energy

Analyze the energetic consumption of clients to plan saving strategies. Creation of dashboards with PowerBI.

Education

Jan 2021 - Dec 2022

MSc. Computer Science

Tecnológico de Monterrey

Program focused on understanding the fundamental capabilities and limitations of computers. Thesis focused on Deep Learning applied to the understanding of tauopathies (e.g. Alzheimer's disease). Earned a 100% tuition scholarship and graduated with high honors.

May 2019 - Oct 2019

Data Analytics and Visualization Bootcamp

Tecnológico de Monterrey

Bootcamp that covers various tools and methods for data analytics and visualization such as Python, Machine and Deep Learning, databases, JavaScript, HTML & CSS

Aug 2015 - Dec 2018

Sustainable Development Engineering

Tecnológico de Monterrey

The main focus areas of the program are environmental engineering, process engineering and electrical engineering. Finished a year earlier due to great performance and graduated top of the generation with high honors.

Certifications

2021

TensorFlow: Advanced Techniques Specialization

DeepLearning.AI

First, learn how to build custom TensorFlow models, layers, and loss functions. From there, work on implementing advanced computer vision and generative models, as well as learning how to do distributed training in TensorFlow.

2021

Generative Adversarial Networks Specialization

DeepLearning.AI

Understand how neural networks can create new data based on examples and learn about the state-of-the-art approaches to this difficult task.

2021

TensorFlow Developer Professional Certificate

DeepLearning.AI

Four-course specialization that focuses on building basic Deep Learning models for various tasks with TensorFlow.

2021

Deep Learning Specialization

DeepLearning.AI

Five-course specialization that goes from the very basics of how neural networks work and builds up from there to understanding state-of-the-art models and how to structure Deep Learning projects.

Some of my work

Peer-reviewed publications

Deep Learning-based tauopathy biomarker quantification

Deep Learning for fun

Neural Style Transfer

REINFORCE - Deep Reinforcement Learning

Machine Learning from scratch

K-Means clustering from scratch

Principal Component Analysis (PCA) from scratch

Web development

Paisa web admin

Search algorithms

Solving Rubik's cube - A* algorithm

5x5 magic square - Genetic algorithm