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Charlie Lin's Projects

basicneuralnet icon basicneuralnet

Neural Network built from scratch with matrix backpropagation. Contains the Tanh, Sigmoid, and ReLU activation functions. Implemented the cross-entropy loss function to vastly improve learning rate.

battle-tetromino icon battle-tetromino

An online multiplayer Tetris game. Machine player trained with a genetic algorithm and mutation operator using supervised heuristic optimization. Used low latency optimizer for web socket connection.

battleship icon battleship

Battleship game that allows for local multiplayer and human vs machine modes. Machine implements a rule-based enumeration algorithm to find the convex-optimal solution to the game board.

charlielin99.github.io icon charlielin99.github.io

My personal website showcasing my projects. Styled using CSS transitions & keyframes. Layout uses a mixture of flexbox and bootstrap grid. Designed custom parallax scrolling effect from scratch.

chatserv icon chatserv

1990's style GUI chatroom using Java Swing. Implemented a custom data association for user profiles and messages. Used a prioritized message queue management system for server to client communication.

chemical-equation-balancer icon chemical-equation-balancer

Chemical equation balancer & stoichiometry calculator. Implemented Gauss-Jordan elimination to produce reduced row echelon form of augmented matrices created via rule-based parsing algorithm.

hypercompress icon hypercompress

An intuitive application of ML in producing an effective string compression algo

java-deepdive icon java-deepdive

A collection of Algorithms & Data Structures in Java that I built from scratch as well as problems I have solved involving coding, math and probability. Roughly 400 problems solved to date.

jobalytics icon jobalytics

Jobalytics is a Node web app that helps users tailor their resume to any job posting. Used transfer learning to adjust a Word2Vec model to identify and cluster keywords based off word morphology.

mysimpleblog icon mysimpleblog

Simple blogging app with RESTful principles built using node, express and mongo

phormatics icon phormatics

Phormatics is an AI cloud computing platform built from scratch using a deep convolutional neural net to perform feature extraction for confidence maps to critique workout form & count repetitions.

pinpointr icon pinpointr

Hack the North Champions. Used triangulation, multiplexing, kalman filtering, pulse-code modulation, & fast fourier transforms to pinpoint location with a high frequency sound wave methodology.

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