Software Engineering Radio - the podcast for professional software developers

Episode 549: William Falcon Optimizing Deep Learning Models

Feb 3, 2023

01:01:15

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PyTorch and Lightning: A Comprehensive Guide

01:48

Getting Started With PyTorch and Lightning

02:11

Training vs. Inferencing: Which is More Important for Optimization?

01:05

PyTorch Lightning: A Comprehensive Guide

00:54

Introduction

2min

The Challenges of Deep Learning

3min

Do You Think You Need Deep Learning?

2min

Optimizing Deep Learning Models

2min

Is Training Versus Inferencing a Thing?

3min

Is There a Transition Point for Distributed Training?

2min

MLOps Tasks - Can You Do Two Iterations a Day?

3min

Is There a Barrier to Entry in the Deep Learning Industry?

3min

How to Train GPUs in the Cloud?

3min

10.

Getting Rid of Boilerplate in PyTorch

4min

11.

Is There Any Pitfall in Deep Learning?

4min

12.

Using Lightning to Train Machine Learning Models

2min

13.

PyTorch - What's the Difference Between a Torch and a Module?

2min

14.

How to Train, Validate, Test and Predict

2min

15.

How to Use Lightning to Improve Your Model Performance

3min

16.

Lightning and Data Versioning

2min

17.

Debugging in Machine Learning?

2min

18.

Debugging Distributed Training Bugs?

2min

19.

Decoupling Data From the Model From the Hardware

2min

20.

Is TensorFlow the Right Approach?

2min

21.

Open-Source and the Needs of Academic Researchers Compared to Commercial Users

2min

22.

Getting Started With PyTorch and Lightning

2min

23.

Lightning - The Last Deep Learning Framework You'll Ever Need?

2min

24.

Developing an Operating System for Artificial Intelligence

2min

25.

The Next Big Thing Is AI, Right?

2min

William Falcon of Lighting AI discusses how to optimize deep learning models using the Lightning platform, optimization is a necessary step towards creating a production application. Philip Winston spoke with Falcon about PyTorch, PyTorch Lightning...

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Software Engineering Radio - the podcast for professional software developers

Episode 549: William Falcon Optimizing Deep Learning Models

PyTorch and Lightning: A Comprehensive Guide

Getting Started With PyTorch and Lightning

Training vs. Inferencing: Which is More Important for Optimization?

PyTorch Lightning: A Comprehensive Guide

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