NLP Model for Movie Review Sentiment Analysis Using Python Take 1

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a text classification model using a neural network and document the end-to-end steps using a template. The Movie Review Sentiment Analysis dataset is a binary classification situation where we attempt to predict one… Read More

Multi-Class Image Classification Model for Colorectal Cancer Histology Using TensorFlow Take 1

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a predictive model using a TensorFlow convolutional neural network (CNN) and document the end-to-end steps using a template. The Colorectal Cancer Histology dataset is a multi-class classification situation where we attempt to predict… Read More

Algorithmic Trading Model for Naïve Momentum Strategy Using Python

NOTE: This script is for learning purposes only and does not constitute a recommendation for buying or selling any stock mentioned in this script. SUMMARY: This project aims to construct and test an algorithmic trading model and document the end-to-end steps using a template. We will test trading models with the naïve momentum strategy. INTRODUCTION:… Read More

Multi-Class Image Classification Deep Learning Template v1 using TensorFlow

As I work on practicing and solving machine learning (ML) problems, I repeatedly find myself repeating a set of steps and activities. Thanks to Dr. Jason Brownlee’s suggestions on creating a machine learning template, I have pulled together a set of project templates that I use to experiment with modeling ML problems using Python and… Read More

Binary Image Classification Deep Learning Template v1 using TensorFlow

As I work on practicing and solving machine learning (ML) problems, I repeatedly find myself repeating a set of steps and activities. Thanks to Dr. Jason Brownlee’s suggestions on creating a machine learning template, I have pulled together a set of project templates that I use to experiment with modeling ML problems using Python and… Read More

Multi-Class Deep Learning Model for Sign Language MNIST Using TensorFlow Take 2

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Sign Language MNIST dataset is a multi-class classification situation where we attempt to predict one of… Read More

Multi-Class Deep Learning Model for Sign Language MNIST Using TensorFlow Take 1

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Sign Language MNIST dataset is a multi-class classification situation where we attempt to predict one of… Read More

Time Series Model for Chicago Live Births in the USA Using Python and ARIMA

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a time series prediction model and document the end-to-end steps using a template. Live Births in the United States dataset is a time series situation where we attempt to forecast future outcomes based… Read More

Multi-Class Classification Model for Sign Language MNIST Using Python and XGBoost

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Sign Language MNIST dataset is a multi-class classification situation where we attempt to predict one of… Read More

Multi-Class Classification Model for Sign Language MNIST Using Python and Scikit-Learn

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: This project aims to construct a predictive model using various machine learning algorithms and document the end-to-end steps using a template. The Sign Language MNIST dataset is a multi-class classification situation where we attempt to predict one of… Read More