Introduction to Keras Core with Francois Chollet | PyImageSearch | LiveStream

Name: Introduction to Keras Core with Francois Chollet | PyImageSearch | LiveStream
Uploaded: 2023-07-20T05:18:27+00:00
Channel: PyImageSearch
Description: A public livestream about Keras Core which is multi-backend framework that supports TensorFlow, PyTorch, JAX, and NumPy with the founder of Keras - Fran...

PyImageSearch · Beginner ·🚀 Entrepreneurship & Startups ·2y ago

Skills: Tool Use & Function Calling90%LLM Engineering80%Prompt Craft60%

A public livestream about Keras Core which is multi-backend framework that supports TensorFlow, PyTorch, JAX, and NumPy with the founder of Keras - Francois Chollet. PyImageSearch Blog Post on Keras Core: https://pyimagesearch.com/2023/07/24/what-is-keras-core/ #KerasDays #KerasCore #keras

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⚡ AI Lesson Summary ✦ V3 skills 🛠 Hands-on

Keras Core is a multi-backend framework that supports TensorFlow, PyTorch, JAX, and NumPy, allowing for seamless integration and compatibility with various deep learning frameworks and tools. The video covers its features, benefits, and usage, including custom training loops, stateless API, and backend-agnostic models.

Key Takeaways

Create an embedding matrix
Use Keras layers outside of a class model
Use Keras layers with a low-level workflow
Use Keras layers with a custom train loop
Use non-Keras optimizers and custom gradient computation
Migrate between different deep learning frameworks using Chaos
Write custom training loops in Chaos using the stateless API

💡 Keras Core provides a stateless API, making it seamless to work with both Jax and TensorFlow, and allows for customizing the training loop by adding callbacks.