kohjiaxuan Goto Github PK
Name: Koh Jia Xuan
Type: User
Bio: Data Scientist. Enjoys doing data science projects in my free time (update: no longer true because doing masters XD)
Location: Singapore
Koh Jia Xuan's Projects
100-pandas-puzzles
100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)
data-science-competition-for-revenue-maximization
Data Science Competition that challenged teams to come up with creative ways to increase the revenue of an e-commerce company. Won 1st place! Write-up in repository
fraud-detection-pipeline
A structured data science pipeline for classification problems that does scaling, sampling, k-fold cross validation with evaluation metrics
lstm_basics
basics of lstm and autoencoder
machine-learning-with-sklearn
Practice Juypter Notebooks for my machine learning journey with Python. Please refer to other repositories for completed projects!
nlp-model-for-corpus-similarity
A NLP algorithm I developed to determine the similarity or relation between two documents/Wikipedia articles. Inspired by the cosine similarity algorithm and built from WordNet.
predicting-hdb-price-with-machine-learning
Data Project of Predicting HDB Resale Flat Prices with data cleaning, feature engineering and machine learning. Models used: Random Forest, XGBoost, Neural Networks, Decision Tree, Support Vector Regressors, Linear Regression
stock-market-dashboard
Creating a stock market dashboard from an external API that tracks daily performance of stocks
visualisation-of-gradient-descent
By visualizing the gradient descent algorithm applied on a set of points that fits a quadratic equation, we understand better how the algorithm works in machine learning
wikipedia-article-scraper
A complete Python text analytics package that allows users to search for a Wikipedia article, scrape it, conduct basic text analytics and integrate it to a data pipeline without writing excessive code.
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