TJ Whipple's repositories

Disaster_Tweets_NLP

Created a model using Natural Language Processing to determine if messages from Twitter can be used to distinguish tweets about a real disaster from just regular, everyday tweets.

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MNIST_Digits_Classification_NN

This notebook is my first attempt to build a basic neural networks model that can recognize hand-written digits of images from the infamous MNIST dataset.

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Mushroom_Classifier_Model

Using a classification model on categorical data in order to identify poisonous verses edible mushrooms.

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Small_Ski_Resort_Analysis

Using data from a local ski resort I created an unsupervised cluster model in order to group skiers into more marketable categories to improve retention.

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Tanzanian_Water_Pump_Classification

Using data from Taarifa and the Tanzanian Ministry of Water (on the DataDriven Competition website) I created a machine learning model to predict which water pumps were functional or non-functional.

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Zillow_Time_Series_Forcast

Forecasting real estate prices of various zip codes according to a business plan and a SARIMAX model using data from Zillow.

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Cats_and_Dogs_Classification_CNN

Using images of cats and dogs, I built a CNN classifier that would recognize the difference.

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Code_Challenge_Good_VS_Evil

Another fun code challenge on Codewars

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Code_Challenge_Mexican_Wave

This is a level 6 kyu Codewars challenge that mimics a stadium wave across strings.

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Code_Challenge_Numbers_In_Strings

Coding challenge Kata that uses Regular Expressions and a lot of trial and error to solve.

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Code_Challenge_Pyramid_Array

In this level 6kyu from Codewars, I solve the Pyramid Array challenge - which involves using repetitive digits to add to increasingly larger lists, all within a list and forming a sort of pyramid.

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Code_Challenge_Simple_String_Reversal

Coding challenge Kata that uses strings, lists, for loops, and character slicing reversal.

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Coding_Challenge_Consecutive_Repetition

This was a really challenging kata for me - though I had the concept in my head, it took forever to get the code to work! I tried dictionaries, groupby's, and regular expressions...

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Feature_Scaling_Experimentation

This notebook is where I hope to gain more insight into the world of standarization, normalization, and log transformations. I will create a list and then apply the following above in order to learn more about how the data changes and reacts to each method.

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Hungarian_Vowel_Harmony

A fun coding challenge from Codewars dealing with adding different strings to the end of a string based on Hungarian Vowel Rules.

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Modeling_Earthquake_Damage

Predicting earthquake damage through Richter scale.

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Music_Recommender_System

Attempt to build my first recommendation system repo

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Superhero_NLP

Trying to determine if a superhero is good or bad from text.

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Titanic_Classifier_Competition

This is the basic model that I built for my first Kaggle Competition.

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Used_Car_Price_Regression_Model

Used Toyota car price regression model with EDA

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Web_Scraping_Books

First attempt at using Beautiful Soup and Selenium to web scrap a fun site.

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Wine_Classification

Using open source data from Kaggle, I created a wine classification model based on quality.

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