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Machine Learning in Elixir

Stable Diffusion, ChatGPT, Whisper—these are just a few examples of incredible applications powered by developments in machine learning. Despite the ubiquity of machine learning applications running in production, there are only a few viable language choices for data science and machine learning tasks. In this book, you'll learn how to leverage Elixir and the Nx ecosystem to solve real-world problems in computer vision, natural language processing, and more.

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Machine Learning in Elixir
August 29, 2024

Machine Learning in Elixir: Learning to Learn with Nx and Axon

The Elixir Nx project aims to make machine learning possible without the need to leave Elixir for solutions in other languages. And even if concepts like linear models and logistic regression are new to you, you'll be using them and much more to solve real-world problems in no time.

Start with the basics of the Nx programming paradigm—how it differs from the Elixir programming style you're used to and how it enables you to write machine learning algorithms. Use your understanding of this paradigm to implement foundational machine learning algorithms from scratch. Go deeper and discover the power of deep learning with Axon. Unlock the power of Elixir and learn how to build and deploy machine learning models and pipelines anywhere. Learn how to analyze, visualize, and explain your data and models.

Discover how to use machine learning to solve diverse problems from image recognition to content recommendation—all in your favorite programming language.

Now in print: Use coupon code "SMELIXIRECOMPLETE" for 40% off the ebook at pragprog.com/titles/smelixir. For the paperback edition, please support your local independent bookstore.

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Upcoming Author Appearances

  • 2024-09-03 Johanna Rothman, Non-Fiction Writing Workshop: Free Your Inner Writer (online workshop)
  • 2024-09-05 Leemay Nassery, LeadDev NYC
  • 2024-09-05 Marcus Lagré, Zürich Engineering Leadership Meetup
  • 2024-09-11 Dave Thomas, EuRuKo, Sarajevo, Bosnia and Herzegovina
  • 2024-09-11 Cristian Planas, EuRuKo, Sarajevo, Bosnia
  • 2024-09-12 Johanna Rothman, Boston Java Users ACM Chapter (formerly NEJUG)
  • 2024-09-13 Dave Thomas, EuRuKo 2024, Sarajevo
  • 2024-09-18 Cristian Planas, Friendly.rb, Bucharest, Romania
  • 2024-09-26 Andy Atkinson, Rails World, Toronto, Canada
  • 2024-09-30 Dave Thomas, Dev2Next, Denver CO
  • 2024-10-07 R. Mark Volkmann, iJS New York
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