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This document was prepared by Esteban Márquez Delgado as delivery for Laboratory 1 of Microstructure and Trading Systems - MAF1731B class during the Autumn 2022 course at ITESO for the Bachelor of Financial Engineering.

License: GNU General Public License v3.0

Python 0.16% Jupyter Notebook 47.83% HTML 52.01%

active-vs-passive-investing's Introduction

Business Inquiries:

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Resume
Resume
Website





Esteban Márquez Delgado

Data Scientist / Analyst & ML Eng.

ITESO Financial Engineer BSc. 📊⚙️


About:

Education:

Bsc. iframe
  • Universidad Loyola
    International Exchange Student , Economics
    August 2019 - December 2019
    Guadalajara, Mexico Metropolitan Area

  • Colegio Cervantes Costa Rica
    Technical High School, Physics & Mathematics
    August 2014 - December 2017
    Guadalajara, Mexico Metropolitan Area


Currently Studying for:

Azure Data Scientist Associate

Tableau Desktop Specialist

Work:

  • Trading Club GDL
    Portfolio Risk Management Associate
    January 2018 - Present (5 years 11 months)
    Guadalajara, Mexico Metropolitan Area
    Capital, Bonds & Derivatives Markets Risk Management

  • Investor House MX
    Financial Analyst Associate
    May 2017 - Present (6 years 7 months)
    Mexico, MX
    Capital Markets Equities Analysis & Portfolio Constructions effectively applying Risk Management tools from data on investments made in the BMV & NYSE equities, ETFs, Forex & Bonds.

  • SHCP
    Data Science Internship
    May 2022 - December 2022 (8 months)
    Development of large datasets automatic Cleansing & ETL processes with NLP techniques for Clothings imports subcategories within MX.

  • Instituto de Información Estadística y Geográfica de Jalisco
    GIS Data Science Internship
    January 2022 - May 2022 (5 months)
    Jalisco, Mexico
    GIS Data Science Internship where Natural Protected Areas insights were constantly delivered from Data Analysis & ML using Satellite Imagery Remote Sensing Data for their Supervised Classification.

Distinctions:

First place on college investment competition hosted by MexDer financial derivatives operator Kualiderivados in 2018.

Algorithms Experience:
  • 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
  • Particle Swarm Optimization
  • Adaline / Perceptron
  • Artificial Neural Networks (Feed Forward, Recurrent, Convolutional, GANs, etc.)

Tools:

Programming Languages 🖥
Symbol Languages Experience
Python 5+ years
R 4+ years
MATLAB 4+ years
Markdown 4+ years
LaTeX 4+ years
Git 4+ years
HTML 3+ years
CSS 3+ years
YAML 1+ years
JavaScript 1+ years
C# -1 years
PHP -1 years
Frameworks 📱
Symbol Framework Experience
Streamlit 2+ years
Keras 1+ year
PyTorch 1+ year
TensorFlow 1+ year
Node.js 1+ year
React.js 1+ year
.NET -1 years
Selenium -1 years
Hosting 🌐
Symbol Service Experience
Github 4+ year
Gitlab 2+ years
Azure 1+ year
Text Editor 💻
Symbol Editor Experience
Jupyter 4+ years
RStudio 3+ years
Spyder 3+ years
VSCode 2+ years
VSCode Web 1+ years
GitHub Codespaces 1+ years
Google Colab 1+ years
PyCharm 2+ years
CLIs 🖥
Symbol Editor Experience
Conda 4+ year
Bash 3+ year
CMD 3+ year
PowerShell 2+ year
Frequently Used Pkgs

numpy pandas matplotlib seaborn scikit-learn statsmodels xgboost tensorflow keras pytorch scipy nltk pillow requests fitter tabulate beautifulsoup ggplot2 dplyr tidyr lubridate stringr readr purrr tibble knitr plotly tidyverse Deep Learning Toolbox Curve Fitting Toolbox Simulink Neural Network Toolbox


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Official Web-Audit / Validation:

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