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q12920's Projects

alphatrading icon alphatrading

An workflow in factor-based equity trading, including factor analysis and factor modeling. For well-established factor models, I implement APT model, BARRA's risk model and dynamic multi-factor model in this project.

amusement-park-queuing-optimization icon amusement-park-queuing-optimization

The main problem facing both amusement park customers and owners such as Disney World is customer satisfaction and efficiency, which are both negatively effected by high wait times. As a result, these parks have spent significant time and money to implement methods which reduce wait times to both increase customer satisfaction and efficiency. We explored the implementation of an reservation-dependent priority queuing system to devise how to best reduce average customer wait times for Expedition Everest, a popular ride at Disney World. Using third-party data, we first built constant-rate and time-dependent-rate queuing systems to model current behavior, followed by implementing an Express Queue into the system. We found a decrease in average wait time of 18.31% through simulating 30 days of typical customer behavior with the improvement strategy. Finally, we performed sensitivity analysis to optimize the parameters of our improvements, finding an ultimate optimal decrease in wait times of 44.42%.

barra-model icon barra-model

An internship project: Implement Barra model to take risk or style factor attribution based on multi-factor model.

bayes_days icon bayes_days

R & Stan code associated with my "Bayes Days" workshop

bayeshmm icon bayeshmm

Full Bayesian Inference for Hidden Markov Models

dbda-python icon dbda-python

Doing Bayesian Data Analysis, 2nd Edition (Kruschke, 2015): Python/PyMC3 code

deeptraffic icon deeptraffic

Deep Learning models for network traffic classification

examples-1 icon examples-1

Example code and files from "Prometheus: Up and Running"

fullstack-course5 icon fullstack-course5

All of the source code for the Single Page Web Applications with AngularJS course.

geatpy icon geatpy

A high-performance GEA framework for Python. Welcome to star and fork.

gsoc17-hhmm icon gsoc17-hhmm

Bayesian Hierarchical Hidden Markov Models applied to financial time series, a research replication project for Google Summer of Code 2017.

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

keras-gan icon keras-gan

Keras implementations of Generative Adversarial Networks.

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