Publications by Janis Corona
Feature Extraction for Machine Learning 4 fights with Amanda Nunez
This script builds on top of a previous script to extract actions and reactions from the notes on fighter X1 and X2 in the UFC. These extracted features are used as dummy variables to predict the outcome of a landed hit or other selected target variable out of the given features and added features using machine learning on these numeric values. T...
36830 sym R (1492821 sym/509 pcs)
Feature Extraction for Machine Learning 3 fights with Felicia Spencer UFC
This script builds on top of a previous script to extract actions and reactions from the notes on fighter X1 and X2 in the UFC. These extracted features are used as dummy variables to predict the outcome of a landed hit or other selected target variable out of the given features and added features using machine learning on these numeric values. T...
47240 sym R (1739812 sym/663 pcs)
DNNs with TensorFlows Keras boot on revisited Social Media Reviews data
Lets look at the table of Reviews from four businesses made up of a high end spa, a low cost grocery store, and two different chiropractors’ offices in or around Corona, CA. This is based on the cleaned up reviews of these businesses from a social media site where cleaned up just means filtering out business ads, the date, the user photos, user...
5011 sym R (80058 sym/157 pcs)
Version 2 of first Massage Modality Recommender
There are two parts to this script. The first part uses the R package reticulate to run python 3 code on a dataset of massage modalities’ benefits and separately contraindications for single user inputs on massage request based on his or her massage goals. But after testing the machine learning on predicting the modality of 24 duplicates each o...
30105 sym R (211257 sym/401 pcs)
Massage Modality Recommender Systems
This script uses 19 classes of massage therapy to recommend a massage for a client after excluding all other massage modalities based on the contraindications for each massage modality and benefit of each massage modality needed. Random Forest Trees user input generated results Gradient Boosted Trees user input generated results modes <- read.c...
25424 sym R (163043 sym/327 pcs)
Health and Wellness Recommender v8, RFC-GBC-MNB-ML algorithms
This script uses the previous scripts on the healthcare recommender systems, but without the non-professional category as it was replaced with two new categories of lymphatic drainage massage and dry brushing. The risks, side-effects, and contraindications were removed from the healthcare documents, and so were the sponsored ads, images, and auth...
10292 sym R (728446 sym/819 pcs) 2 img
Three Tokenized forms Varying Train/Test splits and Trees with multinomial Naive Bayes to classify 9 categories
This uses a previous python3 script inside R with reticulate to communicate python code within R. This will classify a wellness or health category based on it being one of either articles pulled from the internet on: physical therapy benefits, massage therapy benefits, chiropractic benefits, massage gun benefits, benefits of mental health service...
9759 sym R (669990 sym/703 pcs) 2 img
v6-recommederHealthCareServices-pyR
This uses a previous python3 script inside R with reticulate to communicate python code within R. This will classify a wellness or health category based on it being one of either articles pulled from the internet on: physical therapy benefits, massage therapy benefits, chiropractic benefits, massage gun benefits, benefits of mental health service...
17939 sym R (401654 sym/848 pcs) 22 img
v5-Reticulate for NLP using Python in R with added word clouds of Recommended Healthcare Options
This uses a previous python3 script inside R with reticulate to communicate python code within R. This will classify a wellness or health category based on it being one of either articles pulled from the internet on: physical therapy benefits, massage therapy benefits, chiropractic benefits, massage gun benefits, benefits of mental health service...
15526 sym R (293192 sym/498 pcs) 22 img
Version 4, Recommender for Healthcare Services
This uses a previous python3 script inside R with reticulate to communicate python code within R. This will classify a wellness or health category based on it being one of either articles pulled from the internet on: physical therapy benefits, massage therapy benefits, chiropractic benefits, massage gun benefits, benefits of mental health service...
12925 sym R (223610 sym/268 pcs) 20 img