Show HN: Want something better than k-means? Try BanditPAM https://ift.tt/SQC10X3

Show HN: Want something better than k-means? Try BanditPAM Want something better than k-means? I'm happy to announce our SOTA k-medoids algorithm from NeurIPS 2020, BanditPAM, is now publicly available! `pip install banditpam` or `install.packages("banditpam")` and you're good to go! k-means is one of the most widely-used algorithms to cluster data. However, it has several limitations: a) it requires the use of L2 distance for efficient clustering, which also b) restricts the data you're clustering to be vectors, and c) doesn't require the means to be datapoints in the dataset. Unlike in k-means, the k-medoids problem requires cluster centers to be actual datapoints, which permits greater interpretability of your cluster centers. k-medoids also works better with arbitrary distance metrics, so your clustering can be more robust to outliers if you're using metrics like L1. Despite these advantages, most people don't use k-medoids because prior algorithms were too slow. In our NeurIPS 2020 paper, BanditPAM, we sped up the best known algorithm from O(n^2) to O(nlogn) by using techniques from multi-armed bandits. We were inspired by prior research that demonstrated many algorithms can be sped up by sampling the data intelligently, instead of performing exhaustive computations. We've released our implementation, which is pip- and CRAN-installable. It's written in C++ for speed, but callable from Python and R. It also supports parallelization and intelligent caching at no extra complexity to end users. Its interface also matches the sklearn.cluster.KMeans interface, so minimal changes are necessary to existing code. PyPI: https://ift.tt/idRxEsP CRAN: https://ift.tt/RzlIS7C Repo: https://ift.tt/RGx6sK7 Paper: https://ift.tt/UJx2it6 If you find our work valuable, please consider starring the repo or citing our work. These help us continue development on this project. I'm Mo Tiwari (motiwari.com), a PhD student in Computer Science at Stanford University. A special thanks to my collaborators on this project, Martin Jinye Zhang, James Mayclin, Sebastian Thrun, Chris Piech, and Ilan Shomorony, as well as the author of the R package, Balasubramanian Narasimhan. (This is my first time posting on HN; I've read the FAQ before posting, but please let me know if I broke any rules) https://ift.tt/RGx6sK7 April 5, 2023 at 01:46AM

Found on YouTube: 💸 Compro fusiones de Mario: la película y pokémon en Fiverr 💸

💸 Compro fusiones de Mario: la película y pokémon en Fiverr 💸
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$20 Maalinkasta ka shaqeyso Canva iyo Fiverr | Social Media Manager
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Show HN: Deno SaaSKit https://ift.tt/OZ2FNqY

Show HN: Deno SaaSKit Hey all, Our community wanted to learn how to do more with Fresh, adding auth, databases, logins, billing, etc., so while we were creating educational resources, we also decided to build and open source a SaaS template written in Fresh/Supabase. Note this is in beta and our SaaS features are limited, but we have a roadmap to 1.0 and welcome any contributions/feedback/etc. We'd love to get your thoughts on this project! https://ift.tt/Bv4Mogr April 5, 2023 at 12:53AM

Found on YouTube: How to increase response time on fiverr | #youtubeshorts #youtube #ytshorts

How to increase response time on fiverr | #youtubeshorts #youtube #ytshorts
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Show HN: NanoApp.dev – Turn JSON into Native Mobile App https://ift.tt/f6SruFB

Show HN: NanoApp.dev – Turn JSON into Native Mobile App https://ift.tt/sk6uWqG April 4, 2023 at 11:04PM

Found on YouTube: Fiverr US Basic English Test Answers Score 10.0 I 12 March 2023

Fiverr US Basic English Test Answers Score 10.0 I 12 March 2023
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https://www.youtube.com/watch?v=qM0hLJ8aKto

Found on YouTube: طريقة ربح ٧٠٠€ باسبوعين عن طريق موقع fiverr

طريقة ربح ٧٠٠€ باسبوعين عن طريق موقع fiverr

https://www.youtube.com/watch?v=z1-RHEw4dX4

Show HN: Ycinterview.ai – Practice the YC Interview with Cloned AI Partners https://ift.tt/LtVX9Z1

Show HN: Ycinterview.ai – Practice the YC Interview with Cloned AI Partners https://ycinterview.ai/ April 4, 2023 at 12:55AM

Found on YouTube: CAN'T BELIEVE What Happened When I Asked This Guy On Fiverr to Make Me a "Gorilla Tag" Rip Off!

CAN'T BELIEVE What Happened When I Asked This Guy On Fiverr to Make Me a "Gorilla Tag" Rip Off!
Hey Guys Welcome Back To Another Video CAN'T BELIEVE What Happened When I Asked This Guy On Fiverr to Make Me a ...
https://www.youtube.com/watch?v=9c-V3zDkr48

Show HN: Pubnix.pink, a public-access Void Linux system https://ift.tt/sViRdx0

Show HN: Pubnix.pink, a public-access Void Linux system This is a hobby project I've been working on, any feedback is greatly appreciated! https://pubnix.pink April 3, 2023 at 11:40PM

Found on YouTube: Fiverr Gig On First page - Daily Orders on Fiverr - How to create gig on Fiverr Using ChatGPT 2023

Fiverr Gig On First page - Daily Orders on Fiverr - How to create gig on Fiverr Using ChatGPT 2023
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https://www.youtube.com/watch?v=wPxQbHQRx0g

Found on YouTube: How to Write Display Name On Fiverr 2023 | Earn money on Fiverr

How to Write Display Name On Fiverr 2023 | Earn money on Fiverr
Welcome to my channel! Here, you'll find informative and entertaining videos on a variety of topics, including How to Write Display ...
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