Sentiment Analysis on Reviews

To get more info of ratings by scraping Web's review contents from Foursquare and Yelp, analyzed sentiments on extracted texts and visualized common words.

Audio to Text

This is just a sample project that transcripts any MP3 audio file to text by utilizing IBM Cloud's S2T API which has 97% of predicting accuracy. Note: Any noise in audio file can affect transcription.

Concrete Uncracked & Cracked Detector

By fitting VGG16 Pre-trained models from Keras (lite deep learning library) with concrete sample images, predicted cracked and uncracked images.

Visualizing Motor Vehicle Collisions in New York City (Old data)

Streamlit WebApp Dashboard to analyze motor vehicle collisions in which NYC Collision datasets between 2013 and 2020 are used.

Applied Machine Learning (Scikit-Learn)

By applying Linear regression & KNeighborsClassifier to House Sales price in Seattle, USA, in which dataset contains house sale prices such as homes sold between May 2014 and May 2015, analyzed, visualized and predicted house sale prices with features such as waterfront, bedrooms, view and so on.

Game Dev Contents

There is nothing here, but to redirect to my github repo.