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https://github.com/stephenleo/adventures-with-ann

All the code for a series of Medium articles on Approximate Nearest Neighbors
https://github.com/stephenleo/adventures-with-ann

ann approximate-nearest-neighbor-search machine-learning-algorithms nearest-neighbor-search nearest-neighbors python

Last synced: 2 days ago
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All the code for a series of Medium articles on Approximate Nearest Neighbors

Host: GitHub
URL: https://github.com/stephenleo/adventures-with-ann
Owner: stephenleo
Created: 2020-11-29T07:17:20.000Z (almost 4 years ago)
Default Branch: main
Last Pushed: 2022-09-14T12:28:11.000Z (about 2 years ago)
Last Synced: 2024-08-03T13:14:33.468Z (3 months ago)
Topics: ann, approximate-nearest-neighbor-search, machine-learning-algorithms, nearest-neighbor-search, nearest-neighbors, python
Language: Jupyter Notebook
Homepage:
Size: 1 MB
Stars: 45
Watchers: 1
Forks: 11
Open Issues: 0
Metadata Files:
- Readme: README.md

Awesome Lists containing this project

README

        # Adventures with ANN

A series of Medium posts highlighting the significance of Approximate Nearest Neighbors algorithms. Specifically the usefulness of [Hierarchical Navigable Small World (HNSW) graphs](https://arxiv.org/abs/1603.09320) ANN algorithm.

1. KNN is Dead

    - Medium Post: [Link](https://medium.com/towards-artificial-intelligence/knn-k-nearest-neighbors-is-dead-fc16507eb3e?sk=b964df6dccf263518b244d4264ba088d)

    - [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/stephenleo/adventures-with-ann/blob/main/notebooks/01_knn_is_dead.ipynb)

    - Jupyter Notebook: [Link](notebooks/01_knn_is_dead.ipynb)

    

2. How to Choose the Best Nearest Neighbors Algorithm?

    - Medium Post: [Link](https://medium.com/towards-artificial-intelligence/how-to-choose-the-best-nearest-neighbors-algorithm-8d75d42b16ab?sk=889bc0006f5ff773e3a30fa283d91ee7)

    - [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/stephenleo/adventures-with-ann/blob/main/notebooks/02_ann_benchmarking.ipynb)

    - Jupyter Notebook: [Link](notebooks/02_ann_benchmarking.ipynb)

3. Approximate Nearest Neighbors on Elastic Search with Docker

    - Medium Post: [Link](https://medium.com/towards-artificial-intelligence/approximate-nearest-neighbors-on-elastic-search-with-docker-15342153f22a?sk=c2b1ec043ecfb82ffdda113b1e6aab64)

    - [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/stephenleo/adventures-with-ann/blob/main/notebooks/03_ann_es_docker.ipynb)

    - Jupyter Notebook: [Link](notebooks/03_ann_es_docker.ipynb)