Projects.
Please note that JRE (Java Runtime Environment) is required to run TetrisAI, A Typist's Calendar, ImageSearch, and AudioSearch.
Neural Sentiment Classifier
A neural network model to perform sentiment classification of free-text movie reviews (positive or negative).
Combining latest neural network architectures and techniques such as
convolutional neural network (CNN),
recurrent neural network long short-term memory (RNN-LSTM),
and attention pooling.
Chatbot Scorer
Automated Scoring of Chatbot Responses in Conversational Dialogue.
Developed machine learning models
(traditional and neural network models) to score the quality of
chatbot responses in conversational dialogue setting.
Visuocial
Web application to aggregate and visualize social media activities.
Facebook, Twitter, and Instagram OAuth was implemented.
User's data are freshly pulled and not stored to ensure privacy.
Visuocial includes sentiment analysis and topic detector feature too.
YouSiq
A simple and light web application to recognize music titles being played on any YouTube Videos.
Simply paste the YouTube URL and watch the video while waiting for the result.
VisuAlgo
Developed List Algorithm Visualization (Linked List, Stack, Queue, Doubly Linked List, Double Ended Queue).
HTML, CSS, JS
PSI-WX-SG
Android App to show latest PSI, real-time weather, and forecast info in Singapore.
Updated in real-time with Singapore NEA database (data.gov.sg).
Stochastic POS-Tagger
Developed a Stochastic Part-of-Speech Tagger (Hidden Markov Model, supervised learning).
Kneser-Ney smoothing and interpolation were implemented to handle zero count.
Viterbi Algorithm was implemented to find the optimal sequence of the most probable tags.
TetrisAI
AI to play Tetris and obtain best score possible.
Implemented 3 steps look-ahead and Genetic Algorithm for better performance.
A Typist's Calendar
Developed "A Typist' Calendar" Application using Java and Eclipse IDE.
Features:
1. Application to schedule our everyday activities/to-do list.
2. Standalone application, compatible with Microsoft Windows or Mac OS X.
3. Runs with or without internet connection.
4. Flexible and clear input/command format.
5. Synchronization feature with Google Calendar (requires internet connection).
Image Search
Application for Image retrieval.
Search using an image and retrieve relevant images from an image database.
Features include Colour Histogram, SIFT, Visual Concept Recognition, and Text Description.
Multimedia content analysis and search.
