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Amanpreet Kaur's Projects

caret icon caret

caret (Classification And Regression Training) R package that contains misc functions for training and plotting classification and regression models

data icon data

Data and code behind the stories and interactives at FiveThirtyEight

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

hotels_reviews_analysis icon hotels_reviews_analysis

Analyzed customer reviews given to hotels and identified hotels with highest number of reviews, countries which has most review, average User ratings, also the months when people travel most identified topics that have been mentioned about hotels using Latent Dirichlet Allocation algorithm (LDA). Along with the topics I also identified the sentiments of the reviews that allow me to correlate if the topic was positive or negative.

personal icon personal

Contains Jupiter Notebooks of stuff I am working on.

spacy icon spacy

💫 Industrial-strength Natural Language Processing (NLP) with Python and Cython

yelp_review_analysis icon yelp_review_analysis

Analyzed user reviews from yelp to perform natural language processing such as analyzing lexical diversity in the text, linguistic trends in various states over a time period. Identified aspects by performing sentence segmentation and tokenization, Part of Speech tagging (POS), dependency parsing and Named Entity Recognition (NER) and Latent Dirichlet Allocation algorithm (LDA) to identify topics in the corpus

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