Optical Digits is a Machine Learning Project that trains the computer to accurately predict the digit presented on a given image. The Project uses IPython Notebookenvironment, which allows me easily analyze the output of each line of my script, and popular python libraries for data munipulating such as Numpy, Matplotlib, Pandas. The algorithm used in this Projects are: Nearest Neighbour, Support Vector Machine, and Softmax.

Spam Email is my second Machine Learning Project. This project also was created with IPython Notebook and used libraries such as Numpy, Matplotlib, Beautiful Soup, and Pandas. Just like my previous Optical-Digits Project, this is another classifier problem. I tried to implement algorithms such as: Gaussian Naive Model, Random forest model, Extra Trees Classifier, AdaBoost Classifier. However, this project happen to be more challenging than what I initially expected...

The Science Runway project aims to connect young girls with female mentors in STEM fields. Through a series of quizzes, we match girls up with a female mentor who shares the same interests and passions. The goal of the project is to inspire girls to enter STEM fields and reach for the top, by showing them that current female leaders were once girls just like them.

Sponsored by the Girl Scouts of America, the Palo Alto History project aims to illustrate the immigration history of the people of Palo Alto through stories, photographs, and film. I am in charge of designing and building the website, which will be used as a medium to disseminate the stories of these citizens and display a different dimension of Palo Alto.

After taking a lot of courses online, I realized that it is missing all the other aspects of school that I love: hilarious and inspirational teachers, friendships, heated debates, school pride, and a sense of belonging. So I decided to create a crowd-sourced online education platform that promotes community-based learning and embraces the emotional, personal, and social aspects of education. The goal of the platform is to transcend the boundaries of language, values, and attitudes between cultures and social classes.

This project is not just a regular Snake Game, but a modified version that allows kids to find joy from doing math problems. In this game, the original "fruits" that are eaten by the snake is paired with numbers, where only one is the correct answer to the equation shown on the top of the screen. I served as the System Designer and Graphic Designer and used Java for this project.

Music Voter is an IOS app that is made for those who share a passion for music and are eager to share and promote the music they enjoy to others. I served as the System Designer, Graphic Designer for this project. I used AppleScript/Objective-C for this project.

Summarization App to boost productivity Used IBM Alchemy's concept extractor, NLTK, and K-Means for keywords clustering and sentence ranking implementation. The project summarizes content of your most current group conversation into few lines to increase your productivity. Project for TreeHacks.