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Course

Scalable AI Models with PyTorch Lightning

IntermediateSkill Level
Updated 05/2025
Streamline your AI projects by building modular models and mastering advanced optimization with PyTorch Lightning!
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PyTorchArtificial Intelligence3 hr10 videos30 Exercises2,400 XPStatement of Accomplishment

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Course Description

Foundations of Scalable AI

This course takes you on a journey through the fundamentals of scalable AI. You’ll begin by learning how PyTorch Lightning streamlines the model development lifecycle by reducing boilerplate. Through guided examples, you’ll see how to break complex neural networks into reusable components, allowing you to maintain code quality even as your projects grow in scope.

Advanced Optimization Techniques

You’ll also master optimization techniques, such as adaptive optimizers, model pruning, and quantization. You’ll see firsthand how small changes in training strategy can yield significant gains in speed and accuracy, and you’ll learn how to optimize your training loops to eliminate bottlenecks.

Production-Ready Deployment

By the end of the course, you’ll have gained the skills to take a prototype all the way to production, and you’ll have a portfolio of modular, optimized, and deployable AI solutions ready to tackle real-world challenges.

Prerequisites

Intermediate Deep Learning with PyTorch
1

Building Scalable Models with PyTorch Lightning

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2

Advanced Techniques in PyTorch Lightning

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3

Optimizing Models for Scalability

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Scalable AI Models with PyTorch Lightning
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