Projects in Awesome Lists by danielhanchen

https://github.com/danielhanchen/sciblox

sciblox - Easier Data Science and Machine Learning

boosting data-analysis data-mining data-preprocessing data-science data-visualization imputation machine-learning python sklearn

Last synced: 22 Oct 2024

https://github.com/danielhanchen/microsoft_hack_2017

Created a Machine Learning system to predict if someone is going to suicide, and proposed some mechanisms to counter and help potential victims.

Last synced: 15 Dec 2024

https://github.com/danielhanchen/gov_hack_2017

We used NSW Air Quality data, health data, transport OPAL congestion data and also some novel disease spreading algorithms to try model and find correlations between Air Quality, Congestion and Influenza rates.

Last synced: 15 Dec 2024

https://github.com/danielhanchen/health_hack_2017

We developed a data mining solution to scrape data from multiple sources to get the latest and greatest information about health grants. AND - we designed a cool Jupyter Notebook Solution to visualise our 2nd challenge- to get data constantly from a source, and show it in Plotly

Last synced: 15 Dec 2024

https://github.com/danielhanchen/ai_lectures_2017

Data Science Society of UNSW Lecture Series

Last synced: 15 Dec 2024

https://github.com/danielhanchen/markovian_sir_deaths_model

I noticed that traditional methods to predict a disease outbreak was by performing sentiment analysis on Twitter posts and Google Search terms. Unfortunately, these methods were inadequate, as Twitter and Google is not popular in all countries. So, I created a system to model and predict outbreaks without the need for social media. The system was able to update the probabilities of a virus from spreading from A to B in real time, and I plan to release it to the public next year. I also used Machine Learning and Deep Learning to predict larger long-term virus trends with Google Trends, and this acted as a validator for the MSIRD model.

machine-learning markov-chains markovian-epidemic-processes sir zika

Last synced: 15 Dec 2024

https://github.com/danielhanchen/reversing_markov_chains

Sometimes we want to ”reverse” a Markov Chain process. Taking the inverse of the transition matrix allows this to work, but the inverse result is not a transition matrix. If I wanted to model a population going to work, and then going back home, negative and greater than 1 probabilities in the inverse matrix will cause issues. I propose a method to compute the ”inverse” of a transition matrix, and the result is still a transition matrix

inverse markov-chain markov-model matrix

Last synced: 15 Dec 2024

https://github.com/danielhanchen/mbs_datathon_2017

We created a new Health Rating system that aggregated data from QANTAS, ABS, Victoria Health and supermarket data to reveal correlations between them. We got Special Commendations for our great work!

Last synced: 15 Dec 2024

https://github.com/danielhanchen/unsw_2025_degree_recommendation

Last synced: 15 Dec 2024

https://github.com/danielhanchen/danielhanchen.github.io

A collection of machine learning notes

artificial-intelligence deep-learning machine-learning neural-network optimization

Last synced: 15 Dec 2024

Ecosyste.ms: Awesome