Jaime Leal
Verified Expert in Engineering
Machine Learning Developer
Jaime has four years of experience working as a data scientist in all stages of the data science pipeline including data cleaning, feature engineering, model building, and model deployment mainly with structured data. He has developed in R and Python, and he has created automatic reports, visualizations, dashboards, RESTful APIs, and packages. Jaime is continuously working to improve his skills.
Portfolio
Experience
Availability
Preferred Environment
RStudio, Spyder, Visual Studio, Git
The most amazing...
...thing I've coded is a two-phase fluid flow simulator in Python.
Work Experience
R Developer
Linksbridge
- Developed an RShiny application to search vaccinations campaigns in a database and allow the user to update old entries and create new ones.
- Wrote SQL queries to allow the application to interact with the database.
- Wrote code documentation and used Git for version control.
Data Engineer
Strong Analytics
- Worked with a team of developers to create two R libraries.
- Developed a dashboard in RShiny with visualizations in ggplot to interact with a data analytics engine.
- Wrote unit tests with the testthat library to test that the R packages that we developed worked as intended.
- Used Amazon Redshift with R to store and retrieve GB's of data and perform analysis.
Data Scientist
Teranalytics
- Worked in all stages of the data science pipeline including data cleaning, feature engineering, model building, and model deployment, mainly with structured data.
- Developed several interactive RShiny dashboards and deployed them to shinyapps.io.
- Managed and used Amazon Web Services (AWS) S3, EC2, Lambda, API Gateway, Cognito, and RDS.
- Contributed to projects in various industries including manufacturing, transportation, clinical trials, and marketing.
- Build an app to collect status updates and comments from Twitter and Facebook and perform text analysis and sentiment analysis.
Experience
Data Science Certification
https://jaimeleal.github.io/data-science-specializationTex Prediction Application
https://jaimeleal.shinyapps.io/capstone-text-prediction/Porous Media Flow Simulator
Training a Speech Synthesis Model
A workaround is to use an automatic speech transcription service to transcribe each audio clip.
Visualizing Mexico's Fishing Industry
Movie Recommender System
The app uses a content-based recommender system, trained on movie descriptions to suggest movies that are similar to each other. The dataset for the analysis comes from "The Movies Dataset" and it contains 45,000 movies released on or before July 2017.
Visualizing US Power Plants
Skills
Languages
Python, R, Markdown, SQL, HTML, CSS, Excel VBA, JavaScript
Frameworks
RStudio Shiny, Django
Libraries/APIs
Caret, REST APIs, Twitter API, Facebook API, Keras, TensorFlow, NumPy, SciPy, Pandas, Matplotlib
Tools
Jupyter, Git, GitHub, Dplyr, Bitbucket, Spyder, Microsoft Access, Tableau, Visual Studio, Amazon WorkSpaces
Paradigms
Data Science, ETL, Unit Testing, REST
Platforms
Jupyter Notebook, Windows, Visual Studio Code (VS Code), Amazon Web Services (AWS), Amazon EC2, AWS Lambda, Linux, Docker, Heroku, RStudio
Other
Machine Learning, Data Cleaning, Data Analysis, Natural Language Processing (NLP), Sentiment Analysis, Speech to Text, Text to Speech (TTS), Amazon API Gateway, Linear Algebra, Numerical Methods, Deep Learning, GPT, Generative Pre-trained Transformers (GPT), Big Data, Web Development, Data Wrangling, Data Visualization
Storage
Amazon S3 (AWS S3), PostgreSQL, Databases, Web Forms, Redshift, Redis
Education
Master's Degree in Petroleum Engineering
Texas A & M University - College Station, Texas, USA
Certifications
Big Data Modeling and Management Systems
Coursera
Introduction to Big Data
Coursera
Deep Learning Specialization
Coursera
Data Science
Coursera
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