PyTorch Courses and Certifications

HuggingFace

Hugging Face Course Chapter 3 - PyTorch Version

Discover PyTorch integration with Hugging Face datasets, preprocessing, dynamic padding, Trainer API, and Accelerate for efficient model training workflows.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Patrick Loeber

Chat Bot with PyTorch - NLP and Deep Learning Python Tutorial

Discover how to build intelligent chatbots using PyTorch and NLP techniques, from basic concepts to creating a complete GUI application with Python and Tkinter.

• YouTube
• 1 hour 52 minutes
• Self-Paced
• Free Video

Aladdin Persson

Generative Adversarial Networks - GANs Implementation from Scratch with PyTorch

Master Generative Adversarial Networks from basics to advanced architectures like DCGAN, WGAN, Pix2Pix, CycleGAN, ProGAN, and SRGAN with hands-on PyTorch implementations.

• YouTube
• 8 hours 34 minutes
• Self-Paced
• Free Video

Python Engineer

Deep Learning With PyTorch - Full Course

Comprehensive PyTorch tutorial covering fundamentals, advanced concepts, and practical implementations for deep learning, from tensor basics to CNNs and transfer learning.

• YouTube
• 4 hours 36 minutes
• Self-Paced
• Free Video

Aladdin Persson

PyTorch Image Segmentation Tutorial with U-NET - Everything From Scratch

Learn to implement U-NET for image segmentation from scratch, covering model architecture, dataset preparation, training process, and evaluation techniques in PyTorch.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Aladdin Persson

Pytorch Transformers from Scratch - Attention Is All You Need

Implement Pytorch Transformers from scratch, exploring the "Attention is all you need" paper. Learn attention mechanisms, encoder-decoder architecture, and practical application.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

Valerio Velardo - The Sound of AI

Custom Audio PyTorch Dataset with Torchaudio

1 rating

Learn to create a custom audio dataset using PyTorch and torchaudio, focusing on the UrbanSound8K dataset. Explore basic I/O functions in torchaudio and implement essential dataset class methods.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Neural Breakdown with AVB

Fine-tuning LLMs with Huggingface and PyTorch - A Step-by-Step Tutorial

Master fine-tuning techniques for LLMs using Huggingface and PyTorch, from tokenization to LORA adapters, with hands-on implementation using Meta's Llama-3.2-1B-Instruct model.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Alfredo Canziani

PyTorch Machine Learning Minicourse - CNNs, RNNs, and Generative Models

Dive into PyTorch fundamentals covering machine learning, CNNs, RNNs, and generative models for high-energy physics applications in this comprehensive minicourse.

• YouTube
• 6 hours 6 minutes
• Self-Paced
• Free Video

Samuel Chan

Hands-On PyTorch Tutorial

Master PyTorch fundamentals through hands-on coding examples, covering tensors, neural networks, datasets, GPU acceleration, and building image classifiers step-by-step.

• YouTube
• 3 hours 8 minutes
• Self-Paced
• Free Video

Code With Aarohi

Deep Dive with PyTorch - The Complete Deep Learning Series

Master PyTorch fundamentals through neural networks, image classification with ResNet-18, tensor manipulation, model training, and optimization techniques for real-world AI applications.

• YouTube
• 1 hour 33 minutes
• Self-Paced
• Free Video

Alfredo Canziani

Tools, Classification with Neural Nets, PyTorch Implementation

Explore neural network classification, PyTorch implementation, and advanced concepts like space-fabric stretching and regression uncertainty estimation in this comprehensive tutorial.

• YouTube
• 1 hour 6 minutes
• Self-Paced
• Free Video

Alfredo Canziani

PyTorch Activation and Loss Functions

Explore activation and loss functions in PyTorch, including kink vs. smooth activations, margin-based losses, and designing effective loss functions for Energy-Based Models (EBMs).

• YouTube
• 1 hour 54 minutes
• Self-Paced
• Free Video

Nicholas Renotte

Building a Neural Network with PyTorch - Coding Challenge

Learn to build a neural network using PyTorch in a fast-paced, 15-minute coding challenge. Follow along as the instructor attempts this task for the first time, offering insights and practical tips.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

deeplizard

Batch Normalization in PyTorch - Adding Normalization to Convolutional Neural Network Layers

Learn to implement batch normalization in convolutional neural networks using PyTorch. Explore the benefits, create and compare networks, and optimize performance through hands-on coding and practical examples.

• YouTube
• 20 minutes
• Self-Paced
• Free Video