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gtsa's Projects

consumption_vs_transmission_mtcars---regression_model_building icon consumption_vs_transmission_mtcars---regression_model_building

In this project, based on the *mtcars* dataset (from the 1974 Motor Trend US magazine) we are interested in the comprehension of the relationships between dataset's cars' fuel consumption and a set of variables, trying, in particular, to model and quantify the one between the consumption and the car's transimission type.

dotfiles icon dotfiles

Default configuration for Le Wagon's students

github-stats-transparent icon github-stats-transparent

Automatically generate summary GitHub statistics images for your profile using Actions, no server required

how_well_do_you_perform_your_work-out---ml_case-study icon how_well_do_you_perform_your_work-out---ml_case-study

In this project we can see in action and in detail a big part of the ML pipeline (data wrangling,model building, model evaluation) that comprises different algorithms and approaches such as Decision Trees (RPART), Linear Discriminant Analysis (LDA), Gradient Boosting Machne (GBM), Random Forest (RF) Support Vector Machine (SVM) with or without Model Stacking, with or without Dimensionality Reduction (with Principal Component Analysis (PCA) or Near-Zero Variance Predictors Filtering)

impact_of_severe_weather_events_usa_1950-2011--exploratory_data_analysis icon impact_of_severe_weather_events_usa_1950-2011--exploratory_data_analysis

This brief report is examining the most damaging types of weather events in terms of fatalities and economic impact throughout the USA from 1950 to 2011. Severe weather events can cause both public health and economic problems for communities and municipalities. Many severe events can result in fatalities, injuries, and property damage, and preventing such outcomes to the extent possible is a key concern. This project involves exploring the U.S. National Oceanic and Atmospheric Administrationโ€™s (NOAA) storm database. This database tracks characteristics of major storms and weather events in the United States, including when and where they occur, as well as estimates of any fatalities, injuries, and property damage.

nlp_next-word_prediction_language_model icon nlp_next-word_prediction_language_model

Based on NLP techniques, our language model built its understanding of the English language from 3 different corpora: a list of blog posts, a list of news articles, and a list of tweets.

rmarkdown-book icon rmarkdown-book

R Markdown: The Definitive Guide (published by Chapman & Hall/CRC in July 2018)

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