Elixir Mix

Elixir, LiveBook, and NX: Innovations in Machine Learning Training and GPU Integration - EMx 246

Apr 24, 2024

Open-source developer Jonatan Kłosko discusses machine learning challenges, GPU operations on macOS, LiveBook features, NX for numerical calculations in Elixir, training models, serving processes, AMD support, Hugging Face models, and resources for beginners in AI and ML.

51:03

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Episode guests

Jonatan Kłosko

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Quick takeaways

Livebook simplifies neural network tasks for users without deep coding knowledge.

Utilizing Livebook allows for efficient machine learning processing on CPUs and GPUs.

Hugging Face provides access to pre-trained models like Google BERT for NLP integration.

Deep dives

Introduction to WonderSuite from Bluehost for WordPress Website Creation

WonderSuite from Bluehost simplifies website creation by automatically laying out WordPress websites or stores after answering questions about the business. It offers customization options, content suggestions, and built-in Yoast SEO for search engine visibility, making WordPress accessible for beginners and professionals.

Intro

2min

Exploring Livebook Installation and Development in the Elixir Ecosystem

10min

Elixir's NX Module for AI and ML Workflows

7min

Understanding Machine Learning Concepts and Training Process

8min

Innovations in Machine Learning Training and GPU Integration

3min

Overview of GPU Integration and Serving Processes in Machine Learning

11min

AMD Support, Hugging Face Models, and Exploring Machine Learning in Elixir

13min

Jonatan Kłosko is an open-source developer. They delve into the world of machine learning, numerical computation, and innovative tools shaking up the landscape. They understand the intricacies of training in machine learning and the challenges of running GPU operations on macOS. They also share their experiments with different tools for their machine learning and cloud services project, touching on the topics of reproducibility in notebooks, LiveBook features, and the use of NX for numerical calculations in Elixir. Join them as they navigate the complexities of machine learning, explore the possibilities of innovative technologies, and unearth valuable resources for beginners in artificial intelligence and machine learning.
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