Tim Sainburg

Tim Sainburg

@timsainb

Postdoc at Harvard

Harvard Medical School Cambridge, MA
424
Followers
89
Following
65
Public Repos
0
Private Repos

Language Breakdown

Lines of code distribution across 38 owned repositories

3459.4M Total LOC
Jupyter Notebook
3,294,874,950 lines
95.2%
N/A
HTML
160,724,058 lines
4.6%
N/A
Python
2,585,134 lines
0.1%
N/A
JavaScript
629,978 lines
0.0%
N/A
CSS
438,720 lines
0.0%
N/A
Other
180,802 lines
0.0%
N/A
I

I-Shaped Developer

I-shaped

Specialist — deep expertise in Jupyter Notebook

Jupyter Notebook
HTML
Python
JavaScript
CSS

Collaboration Network

Global Impact visualization

LIVE
Tim Sainburg
0 active collaborators

Repos

105

PRs

0

Growth

+18%

Top Collaborators

No collaborator data yet.

Coding Streak

Contribution activity over the past year

1 day
9
Contributions
5
Commits
2
Pull Requests
Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun
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Top Repositories

noisereduce

Noise reduction in python using spectral gating (speech, bioacoustics, audio, time-domain signals)

1844 268
Jupyter Notebook
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.

991 184
Jupyter Notebook
Tensorflow-MultiGPU-VAE-GAN

A single jupyter notebook multi gpu VAE-GAN example with latent space algebra and receptive field visualizations.

438 94
Jupyter Notebook
python_spectrograms_and_inversion

Spectrograms, MFCCs, and Inversion Demo in a jupyter notebook

171 64
Jupyter Notebook
ParametricUMAP_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).

152 15
Jupyter Notebook
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.

78 19
Jupyter Notebook
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.

72 21
Jupyter Notebook
avgn_paper

Latent and generative models of animal vocalizations for songbirds, mice, primates, humans, cetaceans, etc.

47 15
Jupyter Notebook
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.

29 3
Jupyter Notebook
vocalization-segmentation

Simple python algorithms for segmenting animal (songbird, mice) vocalizations into notes and syllables using Dynamic Thresholding and Continuity Filtering.

27 10
Jupyter Notebook

Open Source Impact

Contributions to external projects

85 merged PRs

No external contributions found.