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Hyoseok-Bang's Projects

axongame icon axongame

Data from the online game Axon and code for for analysing it

courses icon courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

dbda-python icon dbda-python

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

hyoseok-bang.github.io icon hyoseok-bang.github.io

:triangular_ruler: Jekyll theme for building a personal site, blog, project documentation, or portfolio.

mmm_stan icon mmm_stan

Python/STAN Implementation of Multiplicative Marketing Mix Model, with deep dive into Adstock (carry-over effect), ROAS, and mROAS

neural-net icon neural-net

Implementation of a neural net. There are three major functions used in this program: Compute_cost: Implement forward propagation in this method and then calculate the cross-entropy loss to determine the cost of the neural net. Predict: Implement forward propagation to make a prediction based on current model parameters. Fit:. Using the method discussed in the article "Implementing a Neural Network from Scratch in Python: An Introduction", implement a good fit function using forward propagation, back propagation, and updating the model parameters by using gradients.

practice icon practice

Codes for practicing concepts of data mining, probability, and machine learning

psychopy-course icon psychopy-course

The course materials for using psychopy for psychophysics and neuroscience.

python_and_excel icon python_and_excel

tutorials and notebooks on using python where excel fails or in combination with excel

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