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PyTorch Tutorials
PyTorch
PyTorch

PyTorch Tutorials

Official PyTorch tutorials — from 60-minute blitz to advanced topics like distributed training and reinforcement learning.
free
intermediate

15 hrs

course

About this course

PyTorch Tutorials is the official learning path from PyTorch, the framework powering AI research and production systems worldwide. Whether you're starting with a 60-minute blitz or diving into distributed training and reinforcement learning, these tutorials guide you through real-world applications of deep learning. Created by the team behind PyTorch itself, they reflect industry best practices and the latest framework capabilities.

What you'll learn

  • Core PyTorch fundamentals: tensors, autograd, and building neural networks from scratch
  • Training pipelines: how to load data, define loss functions, optimize models, and validate results
  • Convolutional neural networks (CNNs) for computer vision tasks like image classification
  • Recurrent neural networks (RNNs) and transformers for natural language processing and sequence modeling
  • Advanced topics: distributed training across multiple GPUs or machines, and reinforcement learning for decision-making systems
  • Deployment patterns: exporting models and integrating them into production applications
  • Practical debugging and profiling techniques to optimize your models

Who this is for

You're ready for this course if you know Python basics and want to build AI systems beyond tutorials. You'll work with real datasets, write production-ready code, and understand why deep learning decisions matter.

  • AI engineers and researchers — gain hands-on mastery of the framework used in cutting-edge AI labs and papers
  • Software developers upskilling in AI — learn to integrate deep learning models into applications and deploy them at scale

Prerequisites

Solid Python programming knowledge (loops, functions, classes, libraries like NumPy). Familiarity with linear algebra and calculus concepts helps but isn't mandatory — the tutorials explain math where it matters.

Why this matters for Indian learners

PyTorch skills are in high demand across India's growing AI ecosystem — from startups like Postman and Flipkart's AI teams to research labs at IITs and established tech companies. Roles like ML engineer, AI researcher, and deep learning specialist command competitive salaries (₹8–20+ lakh annually for mid-level roles), and PyTorch expertise is a proven differentiator in job interviews. As Indian companies scale AI-driven products in fintech, healthcare, and e-commerce, this hands-on proficiency opens direct paths to well-paid, meaningful work.

Frequently asked questions

Is this course really free?

Yes, completely. PyTorch publishes these tutorials at no cost to learners worldwide — no hidden fees, no paid tier.

How long will it take to complete?

The course is structured for 15 hours of focused work. That's roughly 3–4 weeks at a moderate pace (1–2 hours per week), or faster if you're working intensively. The modular design lets you pick topics as needed.

Will I get a certificate?

No formal certificate is awarded upon completion. But the skills you build are portfolio-worthy — consider creating a GitHub project using PyTorch to showcase your learning to employers.

At a glance

Provider
PyTorch
Level
Intermediate
Duration
15 hrs
Format
Self-paced
Language
En
Certificate
False
Price
free (0 )

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