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noisereduce
Noise reduction in python using spectral gating (speech, bioacoustics, audio, time-domain signals)tensorflow2-generative-models
Implementations of a number of generative models in Tensorflow 2. GAN, VAE, Seq2Seq, VAEGAN, GAIA, Spectrogram Inversion. Everything is self contained in a jupyter notebook for easy export to colab.Tensorflow-MultiGPU-VAE-GAN
A single jupyter notebook multi gpu VAE-GAN example with latent space algebra and receptive field visualizations.python_spectrograms_and_inversion
Spectrograms, MFCCs, and Inversion Demo in a jupyter notebookParametricUMAP_paper
Parametric UMAP embeddings for representation and semisupervised learning. From the paper "Parametric UMAP: learning embeddings with deep neural networks for representation and semi-supervised learning" (Sainburg, McInnes, Gentner, 2020).GAIA
Generative Adversarial Interpolative Autoencoder (GAIA) is a Generative Adversarial Network (GAN) made up of Autoencoders (AE) trained explicitly on interpolations to promote convexity and better latent interpolations.AVGN
A generative network for animal vocalizations. For dimensionality reduction, sequencing, clustering, corpus-building, and generating novel 'stimulus spaces'. All with notebook examples using freely available datasets.avgn_paper
Latent and generative models of animal vocalizations for songbirds, mice, primates, humans, cetaceans, etc.tensorflow-2-feature-visualization-notebooks
Feature and class visualization with deep neural networks in tensorflow. Contains deepdream, style transfer, receptive field visualization, convolutional filter visualization, etc.vocalization-segmentation
Simple python algorithms for segmenting animal (songbird, mice) vocalizations into notes and syllables using Dynamic Thresholding and Continuity Filtering.birdbrain
A library for viewing songbird brain atlases (European starling, Canary, Zebra finch, Pigeon, Mustached bat)curriculum_vitae
My Curriculum Vitae, generated in Python via Jinja from JSON fields into HTML. http://timsainburg.com/pages/cv.htmlpostdoc_salaries
automutualinformation
Auto Mutual Information (Sequential Mutual Information) for temporal data.neuroethology_paper_2021
for 2021 current opinions paperParallelsBirdsongLanguagePaper
Code for the Paper "Parallels in the sequential organization of birdsong and human speech." Nature Communications (2019)graph_research_notes
Graphing my grad school research notes using networkx and sigma.jskinectacq
Acquisition from a Kinect rigvisualize_wordpress_posts
Visualizing Wordpress Posts using D3 forced directed networksLeabraExample
LongRangeSequentialOrgPaper
spikesorting-graph-examples
A quick example spikesorting graph to show the spikeinterface teamexample_r_colab_project
Just a tiny example project for running your R code on colabkinect_acquisition_template
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