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Hi, I am pursing MS degree in Data Science at Aston University, UK.

I had over 5 years of experience working in the Data Science field in a fintech company with strong focus on delivering customer-centric analytics.

Portfolio


Machine Learning

Customer Churn Detection

I performed comprehensive EDA to identify the portrait of a churned customer, handled missing values, performed feature engineering, and implemented different classification models to predict churned customers, executed model validation to compare the performance of these models.

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Anomaly Detection using Kmean++

I implemented PCA to reduce dimensions for better interpretation, and applied Kmean++ to identify the abnormal cluster in temperature sensors data. Compared Elbow and Silhouette scores to choose the optimal number of clusters.

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Daily Data Science

Utilizing Natural Language Processing to filter new vocabulary from a Youtube subtitle

I built a program to facilitate my English learning journey by crawling subtitles from Youtube videos, utilizing NLP to do text preprocessing, and developing a graphic user interface to offer solutions to interact with my program.

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Identify who is the most productive productivity-Youtubers

Open Research Poster

After using Python to get data from YouTube API, I start doing EDA analysis in PowerBI to answer my curiosity: Who is the most productive productivity-YouTubers?

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