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Yan Yan's Projects

cheap_airfare icon cheap_airfare

Using web scraping techniques and clustering analysis machine learning algorithm to find out unusually cheap airfare

customer_segmentation icon customer_segmentation

Helped wholesale distributor find what types of customers they have to help them make better, more informed business decisions in the future. Used unsupervised learning techniques to see if any similarities exist between customers, and how to best segment customers into distinct categories.

fsnd icon fsnd

Public repository for the Full-Stack Nanodegree program.

house_price icon house_price

Using advanced regression techniques to predict the final price of each home with 79 explanatory variables describing (almost) every aspect of residential homes

loan_prediction icon loan_prediction

Using classification algorithms to identify the customer segments, those are eligible for loan amount so that they can specifically target these customers

mtpa icon mtpa

Modeling Techniques in Predictive Analytics with Python and R

pydata-book icon pydata-book

Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

smartcab icon smartcab

Applied reinforcement learning techniques for a self-driving agent in a simplified world to aid it in effectively reaching its destinations in the allotted time.

store_sales icon store_sales

Built a predictive model and find out the sales of each product at a particular store ( 1559 products across 10 stores)

student_intervention icon student_intervention

Based on students' performance data, developed a model that predicted the likelihood that a given student will pass, quantifying whether an intervention is necessary.

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