RESUME
Esteban Márquez Delgado
(Statistical & Quantitative Modelling)
Contact:
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ITESO
Financial Engineering BSc.
Statistical Modelling & Data Science
August 2018 - December 2022 (5 years)
Guadalajara, MXActivities:
Economics International Exchange ERASMUS student & Investment societies.Distinctions:
1° place on college investment competition hosted by MexDer financial derivatives operator Kualiderivados.
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Universidad Loyola
International Erasmus Exchange
Degree in Economics
August 2019 - December 2019 (1 semester)
Seville, Spain
Activities:
Statistically modelling Behavioral Economics theoretically & technically to simulate human behavior mainly using MATLAB & Python.
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Colegio Cervantes Costa Rica
Technical High School - Physics & Mathematics
August 2014 - December 2017 (3 years)
Guadalajara, MX
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Trading Club GDL
Portfolio Risk Management Associate
January 2018 - Present (6 years)
Guadalajara, MX
Activities:
Historical Data Optimization Simulations for APIs automatic Portfolio Constructions, Risk Measuring & Predictive Modelling.
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Investor House MX
Financial Analyst Associate
May 2017 - Present (7 years)
Mexico City, MX
Activities:
Web Scrapping Financial Data to perform Technical, Fundamental & Corporate Data Analysis to automate insight deliveries & support Investment Decisions.
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SHCP (Secretaria de Hacienda y Crédito Público)
Data Science Internship
May 2022 - December 2022 (6 months)
Guadalajara, MX
Activities:
Big Data (+1m) automatic ETL processes with NLP Supervised Classifications to develop Price Prediction Models on MX Clothings imports for taxing purposes.
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IIEG (Instituto de Información Estadística y Geográfica de Jalisco)
GIS Data Science Internship
January 2022 - May 2022 (6 months)
Guadalajara, MX
Activities:
HTTP querying Natural Protected Areas Remote Sensed Data with Satellite Imagery to identify zones of pressure with Unsupervised Learning algorithms.
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Impresiones Formar
Co-Chief Executive Officer
Jan 2023 - Present
Guadalajara, MX
Activities:
Focusing on customer satisfaction & quality while optimizing resources allows us to be more efficient & productive, preserve our clients & to anticipate to their needs.
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Grupo Guía (Grupo Guía Excelencia Inmobiliaría)
GIS Engineer
Jan 2024 - Present
Guadalajara, MX
Activities:
We've been able to predict emerging housing markets with machine learning algorithms & satellite imagery geospatial data and we've constructed X houses as investors & their assistance with an avg. of 30% yearly returns.
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5+ years experience using Github & Github Copilot (as a beta tester before its launch) while taking advantage of my
.
Cloud backup & sharing purposes:Effectively troubleshooting collaborations with DevOps.&
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Studying English as a Second Language since I was 5 years old 3 hours a day I can effectively communicate with speakers verbally through native spelling & grammar.
Programming Languages 🖥
| Symbol | Language | Experience |
|---|---|---|
|
Python | 5+ years |
|
R | 4+ years |
|
MATLAB | 4+ years |
 |
Markdown | 4+ years |
|
LaTeX | 4+ years |
|
Git | 4+ years |
|
HTML | 3+ years | 
|
Shell | 3+ years | 
|
Azure | 3+ years |
|
CSS | 3+ years |
|
YAML | 1+ years |
|
JavaScript | 1+ years |
|
C# | -1 years |
|
PHP | -1 years |
|
TypeScript | -1 years |
Frameworks 📱
| Symbol | Framework | Experience |
|---|---|---|
 |
Streamlit | 2+ years |
 |
Keras | 1+ years |
|
PyTorch | 1+ years |
|
TensorFlow | 1+ years |
|
Node.js | 1+ years |
|
React.js | 1+ years |
|
.NET | 1+ years |
|
Selenium | 1+ years |
Hosting 🌐
| Symbol | Hosting | Experience |
|---|---|---|
|
Github | 4+ years |
|
Gitlab | 2+ years |
|
Azure | 1+ years |
Text Editor 💻
| Symbol | Editor | Experience |
|---|---|---|
|
Jupyter | 6+ years |
 |
RStudio | 5+ years |
|
Spyder | 4+ years |
|
PyCharm | 3+ years |
|
VSCode | 3+ years |
| VSCode Web | 4+ years | |
|
GitHub Codespaces | 3+ years |
 |
Google Colab | 2+ years |
Terminals 🖥
| Symbol | Terminal | Experience |
|---|---|---|
|
Conda | 5+ years |
|
Bash | 4+ years |
|
CMD | 4+ years |
|
PowerShell | 3+ years |
|
Ubuntu | 3+ years |
DevTools 🌐
| Symbol | DevTools | Experience |
|---|---|---|
 |
MDN Dev | 2+ years |
|
DevTools | 2+ years |
|
Experimental | 2+ years |
Algoritms Experience:
- Supervised Learning
- Unsupervised Learning
- Linear & Logistic Regressions
- Decision Trees
- Random Forests
- Support Vector Machines (SVMs)
- K-Nearest Neighbors (KNN)
- Naive Bayes
- Principal Component Analysis (PCA)
- K-Means
- Hierarchical Clustering
- Gradient Boosting Machine (GBM)
- Genetic Algorithms (GA)
- Particle Swarm Optimization (PSO)
- Adaline
- Perceptron
- Feedforward Neural Network (FNN)
- Recurrent Neural Network (RNN)
- Convolutional Neural Network (CNN)
- Long Short-Term Memory (LSTM)
- Generative Adversarial Networks (GANs)
- Natural Language Processing (NLP)
Frequent Pkgs:
Mostly experienced with the following libraries in remote environments:
