Nx
Welcome to our Elixir Nx course! In this comprehensive program, you will dive into the world of Elixir and Nx, a powerful development toolkit for building scalable and maintainable machine learning applications. You’ll write your own functions with Defn, and use Nx to solve your own linear regression. Then, you’ll use Axon to train a FizzBuzz game. When you’re done, you’ll have a better understanding of machine learning in Elixir.
Bruce Tate
Course Details
Nx is a library for building numerical computing applications, the so-called STEM applications, in Elixir. Rather than using basic Elixir numeric datatypes and lists, Nx uses tightly integrated pluggable backends to implement support for efficient types and structures. The result is a seamless and smooth experience.
The Nx project already has an impressive list of smaller projects underway. The LiveBook takes advantage of Phoenix LiveView and Nx to provide a place to collaboratively share research projects with data, code, and prose. The EXLA project provides support for Google’s excelerated linear algebra within a LiveBook. Compiler support and backends provide tight integration to efficient STEM libraries in other langauges.
What You Get
Course Contents
Intro
Tensors and Operators
Dot Products
Regressions
Axon Models
Axon Training
Axon CNN, Advanced
