Data Science Projects

The decision to learn a programming language was to create and visualize plots
that were required for a manual of processes.

After learning the basic skills I started to enjoy it more, so I decided to
focus my attention towards a Data Analysis and Data Science path
in order to shift careers.

It has not been an easy task,
but I have been achieving and learning a lot during these years.

Below is a description of some (career and non-career) related projects.

For more information please do not hesitate to contact me.

Projects:

  • Customer Satisfaction Project Using MLOPS

    • Project development to predict customer satisfaction
    given a series of inputs.

    Development of pipelines to automate the steps required
    that cover from data ingestion to web app deployment.


  • Cancpred01 - Cancer Prediction App

    • Web App that uses a ML model to classify whether
    the user's inputs correspond or not to a specific disease [Cancer].


  • Medpredml01 - Medical Disease Prediction Application

    • Multiple project application that uses several
    Machine Learning Model Classifiers to predict whether
    the user's inputs correspond or not to a specific disease.

    The diseases that this project can predict are the following:

    • Cancer.
    • Diabetes.
    • Heart Disease.
    • Chronic Kidney Disease.
    • Liver Disease.



  • Medpreddl01 - Medical Disease Prediction Application using DL

    • Multiple project application that uses several
    Deep Learning Model Classifiers to predict whether
    the user's inputs (images) correspond or not to a specific disease.

    The diseases that this project can predict are the following:

    • Malaria.
    • Pneumonia.


  • 10 Deployed Web Applications

    • Multiple project web applications deployed on Streamlit.

    Web Applications Description:

    • 1. Stock Closing Price
      Shows the Stock Closing Price and Volume for a specific company.

    • 2. DNA Nucleotide Count Web App
      Counts each of the four nucleotides on a given DNA Sequence.

    • 3. NBA Player Stats
      Retrieving NBA Player Statistics from the internet.

    • 4. NFL Player Stats
      Retrieving NFL Player Statistics from the internet.

    • 5. S&P 500 Stock Closing Price
      Retrieving S&P Stock Closing Price Information from the internet.

    • 6. Top 100 Cryptocurrency Prices
      Shows Top 100 Cryptocurrency prices in a time period.

    • 7. Iris Classification
      Iris Species Classification.

    • 8. Penguin Classification
      Penguin Species Classification.

    • 9. California Housing
      Regression on California Housing Dataset.

    • 10. Solubility Prediction
      Solubility (LogS) prediction.





For more information about a specific project
Please go to the desired repository
on my Github page.

Luismbpr's Github

Other Projects


Personal Website

Creation of this personal website.

The decision to do the website myself was to implement
the skills learned on previous projects.

Applying HTML, CSS, Bootstrap, and learning on-the-go.



Manual of Processes

Creation of several manuals that describe
the general operational processes
involved on a free-grazing cattle ranch.


Objectives:

  • Document how the general operational processes were and are done.
  • Start to have a continuous improvement vision.
  • Start to observe and define areas of opportunity.
  • Use this knowledge as a baseline to improve processes.





LUI

LUI Design Studio started as a way to design and create
common objects that blend in rather than stand out on their own.

The idea became real. Products were designed, created and sold.





Clutch Ele V01

Clutch bag designed to have a minimal aesthetic that can carry the essentials.

Clutch Ele V02

Clutch bag designed to have a minimal aesthetic that can carry just the essentials.

Leather Backpack

Leather backpack created to have an atemporal look and carry more than just the essentials.

Birds

Wooden birds for decoration. They blend in almost any environment due to their minimal aesthetic.

LUI - More Info


Etsy Shop Etsy


I.G. Account I.G. Account

Recreation

Gardening

Used unnused garden space to grow vegetables.

Helped to reduce the cost of buying vegetables (around 8%) and also reduce waste by using organic scraps for compost for various seasons.

Some of the vegetables grown:

  • Beets (2 varieties)
  • Carrots (4 Varieties)
  • Peppers (3 varieties)
  • Kale (2 varieties)
  • Herbs (Many Varieties)
  • Lettuce (2 varieties)
  • Mustard greens (3 varieties)
  • Other leafy greens
  • Radishes (4 varieties)
  • Tomatoes (5 varieties)

Road Cycling

Objective: To ride at least 80 km straight (2022).

The decision to use data as markers is important to me. I am wearing a Heart Rate Monitor and using an app that tracks basic (but important) information.

Aerobic endurance is crucial for riding long distances. I am focusing on improving it by riding longer distances with heart rate zones as a guide.

Update: On 2022 I could complete 105 Km on around 5 hours.



Running

My objectives are focused on running nowadays. (2022 - Present)

The objective is to run at least one 15 km run this year. (2024 - Reached)

Ran the El Paso half-marathon. (February - 2024)

Note: I believe the endurance (aerobic) improvement from road cycling will improve my condition to run for longer distances.

Objective: I want to run a marathon distance. (2025)







Coffee


I fell in love with the taste, the ritual and the tradition.

Besides the taste, I am impressed about
how many variables contribute to a brewed cup of coffee.




Variables Affecting A Brewed Coffee Cup

Chart that shows the most important variables
that affect a brewed cup of coffee.





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