PyTorch-Lightning Courses and Certifications

Scalable AI Models with PyTorch Lightning

119 ratings at DataCamp

Foundations of Scalable AI This course takes you on a journey through the fundamentals of scalable AI.

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

Aladdin Persson

PyTorch Lightning Tutorials

Master PyTorch Lightning fundamentals from modules and trainers to multi-GPU training, metrics, callbacks, and TensorBoard logging for streamlined deep learning workflows.

• YouTube
• 1 hour 41 minutes
• Self-Paced
• Free Video

StatQuest with Josh Starmer

Introduction to Coding Neural Networks with PyTorch and Lightning

Aprende a simplificar el entrenamiento de redes neuronales con PyTorch Lightning, encontrar la tasa de aprendizaje y aprovechar la aceleración por GPU.

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

Venelin Valkov

Getting Started with PyTorch Lightning for Deep Learning

Explore PyTorch Lightning by setting up a Colab notebook, examining Google's GoEmotions Reddit dataset, tokenizing comments, and selecting a sequence length.

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

Coursera

Optimize Deep Learning: Tune PyTorch Models

Refactor raw PyTorch into LightningModule and Trainer, implement early stopping and checkpointing callbacks, and diagnose exploding or vanishing gradients by monitoring gradient norms.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Venelin Valkov

Multivariate Time Series Forecasting with LSTM Using PyTorch and PyTorch Lightning - ML Tutorial

Build and train an LSTM model with PyTorch and PyTorch Lightning to forecast Bitcoin prices from multivariate time-series data.

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

StatQuest with Josh Starmer

Long Short-Term Memory with PyTorch + Lightning

Code an LSTM from scratch, train it with PyTorch Lightning, and compare it with PyTorch’s built-in nn.LSTM while tracking results in TensorBoard.

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

Aladdin Persson

Finetuning Whisper with Huggingface and Pytorch Lightning

Explore fine-tuning Whisper using Hugging Face and PyTorch Lightning for advanced speech recognition. Learn techniques to enhance model performance and adapt it to specific use cases.

• YouTube
• 6 hours 19 minutes
• Self-Paced
• Free Video

Coursera

Production AI Model Development and Ethics

Take models from experiment to production: build scikit-learn feature pipelines, refactor PyTorch into LightningModule and Trainer, and document systems with model cards.

• Coursera
• 3 weeks, 3 hours a week
• Self-Paced
• Paid Course

Board Infinity

Deep Learning: Advanced Backbones and Efficient GPU Training

Build and fine-tune ConvNeXt and Vision Transformer backbones with PyTorch Lightning and timm, applying RMSNorm, SwiGLU, RoPE, mixed precision, DDP/FSDP, and W&B tracking.

• Coursera
• 4 weeks, 5 hours a week
• Self-Paced
• Paid Course

The Full Stack

Full Stack Deep Learning - 2022

Master the complete pipeline of building ML-powered products from neural networks to deployment, covering PyTorch, infrastructure, testing, and ethics.

• YouTube
• 11 hours 33 minutes
• Self-Paced
• Free Video

AssemblyAI

Building a GAN From Scratch With PyTorch - Theory + Implementation

Build a generative adversarial network from scratch in PyTorch, implementing generator–discriminator training and testing on MNIST.

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

rupert ai

Multi-Label Classification on Unhealthy Comments - Finetuning RoBERTa with PyTorch - Coding Tutorial

Fine-tune RoBERTa with PyTorch to classify unhealthy online comments for sarcasm, hostility, dismissiveness, and other attributes.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Data Science Dojo

Introduction to Deep Learning with PyTorch

Learn to implement deep learning models efficiently using PyTorch Lightning, reducing boilerplate code and enabling advanced features like multi-GPU training and model sharding.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Understanding the Machine Learning Process and Embedding Models into Apps

See how a PyTorch model moves from training to production through Azure ML, MLOps workflows, and application deployment.

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