Docker Swarm Load Balancer (AWS EC2 Cluster)
The idea is to design a load balancer using Docker Swarm that can distribute the load on different worker machines, based on the inter-arrival of requests.
Projects
2021
2020
Artificial Intelligence - Pacman Capture The Flag
The contest involves a multi-player capture-the-flag variant of Pacman, where agents control both Pacman and ghosts in coordinated team-based strategies. You...
Data Science Major Project - Space Optimization
We will propose a novel non-randomized anytime orienteering algorithm for finding k-optimal goals that maximize reward on a specialized graph with budget con...
Artificial Intelligence - Reinforcement Learning
This project will implement value iteration and Q-learning. It will first test agents on Gridworld (from class), then apply them to a simulated robot control...
Artificial Intelligence - UC Berkeley’s Project Search
The aim of this project is to get you acquainted with AI search techniques and how to derive heuristics in Pacman, as well as to understand the Python-based ...
NLP - Neural Probabilistic Language Model (Pytorch)
Bengio’s Trigram Neural Probabilistic Language Model using PyTorch with GPU acceleration
NLP - Climate Change Misinformation Detection
In this project, we present a misinformation detection system for climate change related content that can classify text to be either correct information or m...
2019
Statistical Machine Learning - Multi-Armed Bandits
This project implements famous MAB algorithms and evaulates them on the basis of their performance.
Statistical Machine Learning - Who Tweeted That?
The goal of this project is to predict the authors of test tweets based on the analysis of the 328195 unstructured training tweets from 9293 users.
Cluster & Cloud Computing - Gluttony Tweets Analyzer
To verify a story with AURIN, we extracted tweets related to gluttony by searching for certain keywords in the text and correlated the number of tweets on gl...
A Survey of GPU-Accelerated Database Systems
We have surveyed eight such databases in the industry and compared them on eight most prominent parameters such as performance, portability, query optimizati...
Cluster & Cloud Computing - Twitter Data Processing (Spartan HPC)
This project aims at delivering a simple, parallelised application that leverages the power of the University of Melbourne High-Performance Computing(HPC) fa...