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Bilge Karaca's Projects

churn_prediction icon churn_prediction

Predict customer churn through supervised and unsupervised techniques, perform feature engineering, incorporate network science. The project also covers extensive data preprocessing, making informed churn assumptions and exploratory data analysis.

customer_review_scraping icon customer_review_scraping

I developed an application that collects customer reviews automatically from online vendors. This tool's purpose is to get data easily for tasks such as text mining, classification, topic modeling, etc. The application's code is highly adaptable to any website thanks to its functional modularity.

kaggle_software-defects icon kaggle_software-defects

Goal: Predict defects in C programs given various various attributes about the code. Binary Classification

nlp_with_disaster_tweets icon nlp_with_disaster_tweets

Predicting which tweets are about real disasters. Using Bag-of-Words, TF-IDF Vectors, Naive Bayes, Linear Discriminant Analysis, Truncated SVD, custom tokenizer, lemmatization, GridSearchCV.

text_analysis-customer_reviews icon text_analysis-customer_reviews

I analyze online customer reviews using Topic Modeling, Sentiment Analysis, Word Cloud and Word Frequencies. I use a dataset that I scraped from the web.

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