amudaakindele / Capstone-Proposal

README for Machine Learning NanoDegree Capstone Project Peter Herr May 23 2017 #############################

This project contains the following files:

Machine Learning Engineer Nanodegree - Capstone Project.pdf
MachineLearningNanodegree-CapstoneProposal_v2.pdf
Udacity Capstone Project - Final.ipynb
Data used for project (https://www.kaggle.com/c/quora-question-pairs/data), includes: train.csv, test.csv, and sample_submission.csv

Kaggle Quora Question Project URL: https://www.kaggle.com/c/quora-question-pairs

This project was coded in Python 2.7. The following python packages and libraries were used:

import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import time
from future import print_function, division
from string import punctuation
import re
from nltk.stem import PorterStemmer
import Levenshtein as lev
from sklearn.feature_extraction.text import TfidfVectorizer
from sklearn.metrics.pairwise import cosine_similarity
from sklearn.cross_validation import train_test_split
from sklearn.model_selection import GridSearchCV
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import log_loss
from sklearn.linear_model import LogisticRegression
import xgboost as xgb

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