May 09, 2023

Using Scholar for Traditional Machine Learning in Elixir

181

clicks

Using Scholar for Traditional Machine Learning in Elixir

Source: dockyard.com

Machine Learning Nx

Sean Moriarity highlights the importance of traditional machine learning methods such as linear regression, k-nearest neighbors, and logistic regression in certain scenarios where deep learning might be overkill or unsuitable. The article introduces Scholar, a scikit-learn-like library for Elixir that's built on top of Nx and suggests it as a good starting point for those looking to implement machine learning in Elixir. With Scholar, users can leverage CPU and GPU JIT-compiled numerical definitions. Although still in pre-release, Scholar already provides a variety of algorithms and utilities, showing much promise for the Elixir ecosystem. Moriarity provides code examples for linear regression and model predictions, then extends this to logistic regression and k-nearest neighbors, all within the Elixir programming context. The piece concludes with an invitation to contribute to the still-evolving Scholar library and an acknowledgment of Mateusz Sluszniak's significant contributions.

Continue reading

Related posts

Elixir and Open-Source Alternatives to Proprietary LLMs like ChatGPT

In this blog post by Sean Moriarity, he discusses the rise of large-language models (LLMs) like OpenAI's ChatGPT and GPT-4, and explores open-source alternatives to these models. He highlights the benefits of using open-source models, such as data privacy, lower latency, task-specific performance, and cost considerations, and introduces some popular open-source options like Flan-T5, Llama, and OpenAssistant that can be used with Elixir.

May 16, 2023

Setting Up a Phoenix Project with Gitpod for Remote Development

Richard Taylor shares his experience setting up a remote development environment for Phoenix using Gitpod. He provides a sample repository and explains the setup process, highlighting the ease of use and the benefits it offers to new developers and teams.

Sep 16, 2022

Using Tailscale for Global Elixir Cluster Distribution

Richard Taylor discusses his experience with deploying an Elixir Phoenix application to different clouds and the need for clustering. He explores the use of Tailscale, a VPN service, to connect Elixir nodes across multiple clouds and devices globally, and introduces a strategy called libcluster_tailscale for automatic discovery and connection of nodes through the Tailscale API.

Mar 06, 2023

© HashMerge 2024