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Using Joblib and reproducible random numbers Permalink

4 minute read

Published:

python
import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
import seaborn as sns
from joblib import Parallel, delayed
from sklearn.cluster import KMeans
from sklearn.datasets import make_blobs
from sklearn.metrics import adjusted_rand_score
from sklearn.mixture import GaussianMixture

Signal Flow Permalink

11 minute read

Published:

The following is some derivation of the “signal flow” calculation for a directed network used in Varshney et al. 2011 [1], as well as my own implementation and some simple simulations to attempt to understand this function better.

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Anna’s hummingbird

Calypte anna - Seattle, WA

Eastern bluebird

Sialia sialis - Baltimore, MD

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teaching

Biomedical Signals and Sensors

Undergraduate course, University of Washington, Department of Bioengineering, 2017

Biomedical Signals and Sensors

Undergraduate course, University of Washington, Department of Bioengineering, 2018

Neuro Data Design 1 & 2 Permalink

Undergraduate/graduate course, Johns Hopkins University, Department of Biomedical Engineering, 2019

I am a TA for the Neuro Data Design course taught by Dr. Joshua Vogelstein. We teach students how to develop open-source scientific software and apply it to neuroscience data.