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-with-pytorch-zero-to-gans/lesson/lesson-1-pytorch-basics-and-linear-regression 💻 For real-time updates on events, connections & resources, join our community on WhatsApp: https://jvn.io/wTBMmV0 Code and Resources: 🔗 PyTorch basics: https://jovian.ai/aakashns/01-pytorch-basics 🔗 Linear regression: https://jovian.ai/aakashns/02-linear-regression 🔗 Machine learning: https://jovian.ai/aakashns/machine-learning-intro 🔗 Discussion forum: https://jovian.ai/forum/c/pytorch-zero-to-gans/lecture-1-pytorch-basics-linear-regression/63 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 -- Learn Data Science the right way at https://www.jovian.ai Interact with a global community of like-minded learners https://jovian.ai/forum/ Get the latest news and updates on Machine Learning at https://twitter.com/jovianml Connect with us professionally on https://linkedin.com/company/jovianml Subscribe for new videos on Artificial Intelligence https://youtube.com/jovianml #PyTorch #DeepLearning #LinerRegression #GradientDescent #Python #Certification