Delve into PyTorch basics: autograd, model classes, datasets, and data loaders. Gain insights into model development while avoiding common pitfalls. Start creating and training your own PyTorch models.
Beginner
92 Lessons
8h
Certificate of Completion
Delve into PyTorch basics: autograd, model classes, datasets, and data loaders. Gain insights into model development while avoiding common pitfalls. Start creating and training your own PyTorch models.
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This course includes
This course includes
Course Overview
This course is designed to provide you with an easy-to-follow, structured, incremental, and from-first-principles approach to learning PyTorch. In this course, you’ll be introduced to the fundamentals of PyTorch: autograd, model classes, datasets, data loaders, and more. You will develop, step-by-step, not only the models themselves but also your understanding of them. You'll be shown both the reasoning behind the code and how to avoid some common pitfalls and errors along the way. By the time you finish th...
TAKEAWAY SKILLS
Python
Machine Learning
Deep Learning
Neural Networks
Pytorch
Course Content
Introduction
Visualizing Gradient Descent
A Simple Regression Problem
Rethinking the Training Loop
Going Classy
A Simple Classification Problem
19 Lessons
Conclusion
1 Lesson
Appendix
2 Lessons
Course Author
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