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Brett Nelson's Projects

anipose icon anipose

Framework for scalable DeepLabCut based analysis including 3D tracking

bgr icon bgr

Brett Nelson's website

chat-ui icon chat-ui

fork of open source codebase powering the HuggingChat app 6/2/2023. used for testing bots for apps

cirrusstream icon cirrusstream

Real-time streaming application for embedded power systems written for integration into linux kernel systemd services. Application uses bash and python to perform basic streaming, etl, and databasing application. Application may be packaged with an appropriate docker image to stream using cloud or other platforms.

clearml_localedit icon clearml_localedit

ClearML - Auto-Magical CI/CD to streamline your ML workflow. Experiment Manager, MLOps and Data-Management

decisionnet icon decisionnet

Neural network to simulate two-choice coherence decision-making (Wang 2002). Uses a E-I network, implemented in Brainpy, to choose correct locations of stimuli given a initial input to the dynamical system.

deeplabcut icon deeplabcut

Markerless pose estimation of user-defined features with deep learning for all animals, including humans

fontedit icon fontedit

A desktop app to import, edit and export fonts as byte arrays for use in embedded systems

lcd_screen_displays icon lcd_screen_displays

Set of programs and drivers running a ST7789V LCD screen display using Arduino and analog input for mode functionality.

reachannotation icon reachannotation

GUI-based annotation tool-tip designed to be used for data collected using the ReachMaster experimental paradigm.

reachclassifier icon reachclassifier

Supervised and unsupervised classification methods for high-dimensional time-series of animal behaviors

reachingwithoutborders icon reachingwithoutborders

ETL pipeline for high-dimensional behavioral time-series data for use in Neurodata Without Borders standard format.

reachmaster icon reachmaster

A pneumatically-actuated robotic system for complex rodent reaching tasks

reachprocess icon reachprocess

ETL pipeline for raw experimental data. Uses deep learning and statistical analysis to create high-dimensional time-series data from raw experimental data.

reachsample icon reachsample

A library intended to generate structured command positions and experimental blocks for the ReachMaster experimental paradigm.

rtmonitoringapp icon rtmonitoringapp

Real-time monitoring app for energy systems created with streamlit, dockerized, and containing instructions for deploying on AWS ECR and APP Runner / EC2 instances.

stockprediction icon stockprediction

Web App, build using Streamlit, that forecasts prices for a given stock and options chain. Forecasting is user-prompted, currently supported is LSTM and Facebook's 'Prophet' forecasting algorithm.

taskstructure icon taskstructure

Library for the purpose of double-blind randomization of experiments. Currently used in generating task assignments for the ReachMaster system.

torchlens_bouchard icon torchlens_bouchard

Package for extracting and mapping the results of every single tensor operation in a PyTorch model in one line of code.

videorecoder icon videorecoder

Set of functions able to recode video (decode and re-encode before writing).

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