serfsup/thinkful-unsupervised-capstone

This capstone is a combination of supervised and unsupervised learning methods, taking corpora from ten different authors and attempting classification using clustering and feature generation to establish and improve performance of predictive models.

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serfsup/thinkful-final-capstone

This repository is my final capstone for the Thinkful Data Science Program. It is a project that took over 8 million Amazon reviews...

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serfsup/soccer-scrape-and-eval

This repository includes files to scrape the 2018 Men's FIFA World Cup data and an analysis of player time on the field.

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serfsup/thinkful-challenge-what-test-to-use

This repository is a fairly simple comparison of two data sets that requires some basic analysis to answer questions.

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serfsup/self-report-pros-and-cons

This repository is an exercise on when to use surveys vs. other forms of data collection.

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serfsup/thinkful-build-your-own-nlp-model

This repository is a first attempt using Natural Language Processing (NLP) after a few guided examples.

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serfsup/thinkful-credit-card-fraud

This is a supervised learning project on credit card fraud.

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serfsup/thinkful-supervised-learning-capstone

This repository is a Supervised Learning Capstone based on the Telecom Customer Churn dataset from Kaggle.com.

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serfsup/thinkful-challenge-boston-marathon

This repository is a first effort analyzing a data set with unsupervised learning techniques.

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serfsup/thinkful-cancer-diagnostics

This repository is a project comparing different supervised learning models.

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serfsup/thinkful-trees

This repository is an introduction to using nodes to build a tree, and then traversing the tree.

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serfsup/thinkful-how-tensorflow-thinks

This repository is an introductory lesson on Tensorflow and gives experience with the various types of node and creating a Session.

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serfsup/thinkful-challenge-project-euler

This repository is the first ten problems from the Project Euler website. These are excellent practice problems for the types of challenges given during interviews.

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serfsup/thinkful-as-unsupervised-neural-network-word2vec

This repository is an introductory exercise using word2vec for NLP.

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serfsup/thinkful-as-supervised-problem

This is an NLP exercise using spaCy and Bag of Words for feature generation.

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serfsup/thinkful-as-unsupervised-problem

This is an initial exercise working with tf-idf scores with NLP.

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serfsup/thinkful-sort-in-60-minutes

This is an exploratory exercise on sorting algorithms.

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serfsup/elios-risk-exercise

This is a practice problem with fake data on risk assessment.

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serfsup/thinkful-fundamentals_capstone_contraception

This is the data science fundamentals capstone project that I am doing on contraception in Indonesia in 1987.

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serfsup/thinkful-challenge-make-your-network

This repository is a first attempt at training a neural network with varying parameters against a supervised model (random forest).

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serfsup/thinkful-supervised-neural-nets

This repository is a first attempt at running supervised neural nets.

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serfsup/github-slideshow

A robot powered training repository :robot:

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serfsup/ds-projects Fork of study-groups/ds-projects

Data science portfolio examples.

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serfsup/thinkful-means-shift-spectral-affinity

This repository is a project introducing the differences among K-Means, Means-Shift, Spectral, and Affinity Propagation Clustering.

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serfsup/thinkful-k-means

This repository is an introduction to using K-Means.

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serfsup/thinkful-unsupervised-or-supervised

This repository is an intro exercise for unsupervised learning, comparing supervised and unsupervised learning examples.

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serfsup/thinkful-housing-prices

This repository is a comparison of supervised learning models to best predict housing prices.

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serfsup/Thinkful-Housing-Prices1

This repository is a project comparing different supervised learning models.

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serfsup/thinkful-challenge-what-model-can-answer-this-question

This is a practice activity to evaluate which algorithms could best be used with different situations.

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serfsup/thinkful-guided-example-and-challange-boosting

This repository is an exercise trying to maximize gradient boosting models.

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serfsup/thinkful-guided-example-and-challenge

This repository is a first exposure to SVM and SVC.

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serfsup/thinkful-advanced-regression-challenge

This repository is a comparison among Logistic, Ridge, and Lasso regressions.

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serfsup/thinkful-lasso-regression

This repository is a first exploration into Lasso and Ridge regression.

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serfsup/thinkful-challenge-if-a-tree-falls-in-the-forest

This repository is a comparison between a decision tree and a random forest regression.

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serfsup/thinkful-random-forest-guided-example-drill

This repository is a first attempt at reducing data while maintaining accuracy > 90% in a 10-fold cross validation.

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serfsup/thinkful-challenge-model-comparison

This repository is comparing knn and ols regressions.

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serfsup/thinkful-tuning-knn

This repository is a practice project tuning knn.

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serfsup/thinkful-knn-regression

This repository is a beginning project using knn regression.

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serfsup/thinkful-knn-classifier

This repository is an introductory practice project with K-Nearest Neighbors algorithm.

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serfsup/thinkful-dimensionality-reduction-in-linear-regression

This repository is an introductory practice project on partial least squares regression.

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serfsup/thinkful-validating-a-linear-regression

This repository is a project using the FBI crime data for New York state from 1983 and comparing it with the similar data from 1984.

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serfsup/thinkful-dropping-features-and-refitting

This repository is a project using linear regression, dropping features, and refitting.

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serfsup/thinkful-make-your-own-regression-model

This repository is a continuation of a previous project working with the FBI Crime Data using regression modeling.

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serfsup/thinkful-explanatory-power

This repository is a project using the FBI crime data for New York state and predicting models.

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serfsup/thinkful-prepare-the-data

This repository is a project using linear regression, holdout, and cross validation.

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serfsup/thinkful-iterate-and-evaluate-your-classifier

This repository is a beginning project using confusion matrix, holdout, and cross validation.

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serfsup/thinkful-challenge-feedback-analysis

Practice drill setting up a Naive Bayes Classifier.

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serfsup/thinkful-regression-or-classification

Practice drill determining whether to use classification or regression for different situations.

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serfsup/thinkful-preparing-a-dataset-for-modeling

Practice drill exploring a dataset and finding correlations among variables.

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serfsup/thinkful-ds-categorical-or-continuous

This is a practice drill identifying variable type.

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serfsup/thinkful-formulating-good-research-questions

Practice drill classifying good and bad research questions.

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serfsup/thinkful-ds-unit-1-capstone

This repository is my Unit 1 Capstone project, which is an evaluation of the dataset from my Fundamentals Capstone on the 1987 National Indonesia Contraceptive Prevalence Survey.

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serfsup/thinkful-ds-research-proposal

This is a practice drill to gain experience making a research proposal with the three essential points

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serfsup/thinkful-ds-evaluate-an-experiment-analysis

This repository is a practice project to begin identifying bias and other problems with an experimental design.

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serfsup/thinkful-ds-am-i-biased

This repository is identifying different types of bias in four different scenarios.

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serfsup/thinkful-ds-a-b-tests

This repository answers a few questions about the "science" aspect of data science, A/B tests.

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serfsup/thinkful-ds-data-cleaning-and-validation

This repository is a first attempt at cleaning data from a data frame with over 2,000 rows (the original file was five columns but were read as one column).

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serfsup/thinkful-ds-same-data-multiple-ways

Practice drill using Jupyter notebook and Seaborn to show data in different formats.

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serfsup/thinkful-ds-sql-airbnb

Practice project using SQL to solve problems dealing with data sets from AirBNB's database. Over 13 million rows were

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serfsup/thinkful-ds-joins-and-ctes

A few problems solved using PostgreSQL

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serfsup/thinkful-sql-basics

This is a document that has sample queries for postgres

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serfsup/thinkful-ds-sql-aggregates-and-groups

Practice drill using SQLite

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serfsup/ds-sql-aggregates-and-groups

Practice drill using SQLite

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serfsup/thinkful-ds-sql-select-from-where

Practice drill using SQLite

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serfsup/thinkful-what-can-data-science-do

Jupyter notebook assignment to practice thinking like a data scientist

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serfsup/thinkful-fundamentals_capstone_data

This repository is the document used as a rough draft for my Capstone Project. I ran the data set to create data frames and experiment with different data visualization methods to find the right content for my fundamentals capstone.

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serfsup/thinkful-exploring_CLT

Practice project using Central Limit Theorem

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serfsup/thinkful-descriptive_statistics

This repository is a project creating six numpy random distributions graphed as histograms with mean and std values as vertical lines, along with two data sets combined into one and graphed as a histogram.

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serfsup/thinkful-beware_of_monty_hall

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serfsup/thinkful-exercises_in_bayes_rule

Practice project for statistical analysis.

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serfsup/thinkful-describing_data

Practice project using NumPy and pandas to solve measures of central tendency and measures of variance problems.

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serfsup/thinkful-what_do_you_see

Practice project exploring the use of numpy, pandas, and matplotlib visualizations with an actual data set.

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serfsup/HelloCodeSchoolProject Fork of codeschool-projects/HelloCodeSchoolProject

Demonstration on how projects work at Code School.

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serfsup/excursion

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serfsup/git_practice

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serfsup/codecademy-sorcerer-s-code

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serfsup/prj-rev-bwfs-dasmoto

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serfsup/git-it

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serfsup/codecademy-dasmotos

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serfsup/Springboard_capstone

This repository contains the documentation of potential capstone projects

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serfsup/hello-world

Intro repository

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