INTERACTIVE COURSE

Getting Started with Image Classification with PyTorch

Beginner

50 Lessons

Certificate of Completion

110 Playgrounds

6 Quizzes

38 Illustrations

Takeaway Skills

A basic overview of the PyTorch Image Model

The ability to fine-tune custom image classification models

A working knowledge of deploying models as REST API

A familiarity with converting PyTorch models into ONNX format

Course Overview

PyTorch is a machine learning framework used in a wide array of popular applications, including Tesla’s Autopilot and Pyro, Uber’s probabilistic modeling engine. This course is an introduction to image classification using PyTorch’s computer vision models for train...Show More

Course Content

Introduction

4 Lessons

Overview of Image Classification

Image Classification Techniques

Image Classification Metrics PyTorch Image Model Framework

Basic Concepts

8 Lessons

Create Model List and Search Supported Models Dataset Format Load and Preprocess Images Prediction Using Pre-trained Resnet50

Show all 8 lessons

Augmentation

7 Lessons

Loss

4 Lessons

Training

7 Lessons

Model Conversion

9 Lessons

Deployment

5 Lessons

Appendix

5 Lessons

Conclusion

1 Lesson

COURSE AUTHOR

How You'll Learn

You don’t get better at swimming by watching others. Coding is no different. Practice as you learn with live code environments inside your browser.

Videos are holding you back. The average video tutorial is spoken at 150 words per minute, while you can read at 250. That‘s why our courses are text-based.

Start learning immediately instead of fiddling with SDKs and IDEs. It‘s all on the cloud.

Built-in assessments let you test your skills. Completion certificates let you show them off.