PyTorch Tutorial for Beginners | Basics & Gradient Descent | Tensors, Autograd & Linear Regression

💻 A beginner-friendly approach to PyTorch basics: Tensors, Gradient, Autograd etc
🛠 Working on Linear Regression & Gradient descent from scratch
👉 Run the live interactive notebook here https://jovian.ai/learn/deep-learning...

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Code and Resources:
🔗 PyTorch basics: https://jovian.ai/aakashns/01-pytorch...
🔗 Linear regression: https://jovian.ai/aakashns/02-linear-...
🔗 Machine learning: https://jovian.ai/aakashns/machine-le...
🔗 Discussion forum: https://jovian.ai/forum/c/pytorch-zer...

This tutorial is an executable Jupyter notebook hosted on Jovian (don't worry if these terms seem unfamiliar; we'll learn more about them soon). You can run this tutorial and experiment with the code examples in a couple of ways: using free online resources (Google Colab, Kaggle, Binder) or on your local machine.

Time Breaks:
00:00 Introduction
04:45 PyTorch Basics and Gradients
05:47 Tensors
16:31 Tensor Functions
18:55 Interoperability with NumPy
23:36 Summary and Further Reading
27:34 Gradient Descent and Linear Regression
28:20 Linear Regression
46:58 Computing Gradients
1:06:02 Dataset and DataLoader
1:19:09 Machine Learning vs Classical Programming
1:25:05 Assignment 1 - All about torch.Tensor
1:33:39 Jovian Mentorship Program
1:34:36 Course Overview
1:36:47 What to do next?

Topics covered in this video:
⌨️ Introduction to machine learning and Jupyter notebooks
⌨️ PyTorch basics: tensors, gradients, and autograd
⌨️ Linear regression & gradient descent from scratch
⌨️ Using PyTorch modules: nn.Linear & nn.functional

Deep Learning with PyTorch: Zero to GANs is a beginner-friendly online course offering a practical and coding-focused introduction to deep learning using the PyTorch framework.
You can learn more and register for a Free Certificate of Accomplishment at http://zerotogans.com.

This course is taught by Aakash N S, co-founder & CEO of Jovian - a platform for sharing, showcasing and collaborating on data science projects online

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