Leland McInnes

umap. Uniform Manifold Approximation and Projection

pynndescent. A Python nearest neighbor descent for approximate nearest neighbors

glasbey. Algorithmically create or extend categorical colour palettes

enstop. Ensemble topic modelling with pLSA

hdbscan. A high performance implementation of HDBSCAN clustering. http://hdbscan.readthedocs.io/en/latest/

subreddit_mapping. Notebooks and data associated to constructing and exploring a map of subreddits.

umap_paper_notebooks. Notebooks in support of the UMAP paper

sstsne. Semi-Supervised t-SNE using a Bayesian prior based on partial labelling

hdbscan_paper. Source files and notebooks for a paper on accelerating HDBSCAN*

datamapplot_examples. Hosting examples of interactive datamapplot output

hypergraph. A library for hypergraphs and hypergraph algorithms

thisnotthat. A visual labeling system implemented in Jupyter widgets.

kereru. A density based clustering library

tdc. Topological Density-based Clustering

bayesian_tsne. A flexible Bayesian approach to t-SNE dimension reduction.

topic_mapping. HTML

scipy-2017-sklearn. Scipy 2017 scikit-learn tutorial by Alex Gramfort and Andreas Mueller

kepler-mapper. KeplerMapper is a Python class for visualization of high-dimensional data and 3-D point cloud data.

kmodes. Python implementations of the k-modes and k-prototypes clustering algorithms, for clustering categorical data

hyperspy. Multidimensional data analysis

LargeVis. C++

scikit-learn. scikit-learn: machine learning in Python

umap_doc_notebooks. Notebooks used to generate some of the UMAP documentation

text-clustering. Python

TextMAP. Tools for word and document embedding using UMAP

vectorizers. Vectorizers for a range of different data types

jupyter-tutorial. "The world of Jupyter"—a tutorial

embetter. just a bunch of useful embeddings

ann-benchmarks. Benchmarks of approximate nearest neighbor libraries in Python

datashader. Quickly and accurately render even the largest data.

bokeh. Interactive Web Plotting for Python

Slides-SciPyConf-2018. A repository for public storage of slides given at the 17th Python in Science Conferences (2018)

sandbox-topically. Topic modeling helpers using managed language models from Cohere. Name text clusters using large GPT models.

hypertools. A python toolbox for gaining geometric insights into high-dimensional data

fidgit. An ungodly union of GitHub and Figshare

hdbscan-feedstock. A conda-smithy repository for hdbscan.

scipy2018-jupyterlab-tutorial. Tutorial material and instruction for scipy 2018 jupyterlab tutorial

scipy. Scipy library main repository

python3statement.github.io. CSS

geomstats. Computations and statistics on manifolds with geometric structures.

llm_ai_eo. Language Models on the AI Executive Order — Deploying text embeddings and Llama2 to answer questions about the Executive Order on Artificial Intelligence issued by President Biden

BERTopic. Leveraging BERT and c-TF-IDF to create easily interpretable topics.

penguins. A great intro dataset for data exploration & visualization (alternative to iris).

LOD_text_layer. A deck.gl composite layer providing level of detail text support

readthedocs.org. source code to readthedocs.org

conf. A collection of talks and tutorials from conferences I attend