christianepedersen Goto Github PK

followers: 11.0 following: 21.0 repos: 21.0 gists: 0.0

Name: Christian Pedersen

Type: User

Bio: PhD Neuroscientist --> ML Engineer

Location: Charlottesville, VA

Blog: https://scholar.google.com/citations?user=ESK_ZQcAAAAJ&hl=en

Christian Pedersen's Projects

airbnb-seattle-rental-price

Developing regression models to understand how features of airbnb rentals drive their price in Seattle, WA.

amygdala-neurons-predict-anxiety

Development of classification models that use the activity of amygdala neurons to predict whether a mouse is in the protected or exposed zone of a behavioral arena.

cnn-multiclass-image-classification

Testing different convolutional neural network implementations for multiclass image classification.

cold_hyperphagia_requires_agrp

Code used for photometry analysis for publication: Cold-Induced Hyperphagia Requires AGRP Neuron Activation in Mice. Deem et al., 2020 eLife

cv-website

Website to display my personal CV and to practice HTML, CSS, JS

data-science-study-notes

Notes taken in jupyter notebook as I review math, ML and DS concepts

doggar

Using computer vision to make an augmented reality video game for dog entertainment and training.

ml-algorithms-from-scratch

Creating machine learning algorithms from scratch to study their fundamental function

mlb-outcome-prediction

Using ML to predict outcome of Major League Baseball games.

mnac-motor-assay-optogenetics

Codes to analyze movement speed of mouse in behavior arena during optogenetic stimulation.

nape_imaging_analysis

UW NAPE Imaging Preprocessing and Analysis

neuron-clustering-and-behavior-prediction

Clustering of neurons based on their activity. Developing a logistic regression model that uses neuronal activity to predict when a behavior is occuring.

neuroscientist-metrics

In academia, the most prestigious and productive neuroscientists are celebrated. These projects aim to quantify the impact, funding, sentiment and social circles of prominent neuroscientists.

Codes for analyzing fiber photometry data for publication: Pain induces adaptations in ventral tegmental area dopamine neurons to drive anhedonia-like behavior, Markovic et. al, 2021 Nature Neuroscience

pedersen-matlab-course-materials

Independently created MatLab course materials used to teach UW NAPE center neuroscientists how to analyze neural data sets.

place-maps-from-endoscope

Framework for taking a single fluorescence timeseries and animal position coordinates, and creating a place-map heatmap of where a neuron is active in a behavioral arena.

pubmed-article-recommendation

Mining scientific article data from PubMed. Using NLP and clustering to identify subfields within a topic and group similar articles together.

rnn-detect-licks-from-video

Image preprocessing and design of a recurrent neural network to identify when mice are licking sucrose rewards in a behavior video.

seattle-optimal-realestate

Exploration of factors that drive real estate prices in King County, WA.

simon-game-jquery

The classic game of replicating an observed pattern, but in your browser.

vta-nociceptin-constrains-motivation

MatLab codes used for the analysis of fiber photometry data during animal progressive ratio operant behavior. Data published: Parker, Pedersen, et. al, Cell 2019.

christianepedersen Goto Github PK

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