PyTorch-Lightning Courses and Certifications

Deep Learning with PyTorch for Medical Image Analysis

672 ratings at Udemy

Learn how to use Pytorch-Lightning to solve real world medical imaging tasks!

• Udemy
• 12 hours
• On-Demand
• Paid Course

Packt

Advanced PyTorch Techniques and Applications

Master advanced PyTorch techniques for recommender systems, autoencoders, GANs, GNNs, and transformers. Explore NLP, model deployment, and optimization using PyTorch Lightning. Ideal for experienced data scientists and ML engineers.

• Coursera
• 11 hours 8 minutes
• On-Demand
• Free Online Course (Audit)

Roboflow

How to Train Object Detection Transformer on Custom Dataset

1 review

Learn to train Object Detection Transformers using DETR, from environment setup to custom dataset training and model evaluation. Covers PyTorch, COCO datasets, and PyTorch Lightning for efficient deep learning workflows.

• YouTube
• 23 minutes
• On-Demand
• Free Video

AI Workshop: Build a Neural Network with PyTorch Lightning

30 ratings at LinkedIn Learning

Learn how to build a neural network with PyTorch Lightning in this interactive, workshop-style coding course.

• LinkedIn Learning
• 1 hour 31 minutes
• On-Demand
• Free Trial Available

Yannic Kilcher

PyTorch Sentiment Classifier From Scratch With Huggingface NLP Library - Full Tutorial

Build a sentiment classifier using PyTorch, BERT, and Huggingface's NLP library. Learn to process datasets, tokenize text, create tensors, and implement training steps for an IMDB sentiment analysis model.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Weights & Biases

Supercharge Your Training With PyTorch Lightning and Weights & Biases

Learn to enhance ML pipelines using PyTorch Lightning and Weights & Biases. Discover efficient experiment tracking, advanced logging techniques, and how to leverage callbacks for improved model development and visualization.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Venelin Valkov

Getting Started with PyTorch Lightning for Deep Learning

Explore PyTorch Lightning for easier Deep Learning projects, using Google's GoEmotions dataset to build an emotion classification model with practical coding examples.

• YouTube
• 22 minutes
• On-Demand
• Free Video

AssemblyAI

Building a GAN From Scratch With PyTorch - Theory + Implementation

Learn to build a Generative Adversarial Network from scratch using PyTorch and PyTorch Lightning, covering theory, implementation, and testing in this comprehensive tutorial.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Understanding the Machine Learning Process and Embedding Models into Apps

Learn to build ML models with Azure ML and VS Code, operationalize them in apps, and implement MLOps practices. Covers PyTorch Lightning, model prediction, and integration with DevOps and Kubernetes.

• YouTube
• 30 minutes
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

rupert ai

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

Learn to finetune RoBERTa for multi-label classification of unhealthy comments using PyTorch Lightning. Practical coding guide covers data preparation, model creation, training, and evaluation.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Google Cloud Tech

Accelerate PyTorch Workloads with PyTorch/XLA

Optimize PyTorch performance on Google Cloud AI Accelerators using XLA compiler. Learn about high-speed training and inference for LLaMA 2 and LLM fine-tuning with PyTorch Lightning.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Accelerating the LLM Lifecycle on the Cloud

Explore PyTorch Lightning and Lightning Studios for reproducible AI development on the cloud, enabling seamless accelerated computing and solving challenges of reproducibility and collaboration.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Eran Feit

Object Detection Using Detection Transformer (DETR) for Bone Fracture Dataset

Learn to build an advanced object detection system using DETR, covering data preparation, model implementation, training, and inference with PyTorch, Transformers, and PyTorch Lightning.

• YouTube
• 46 minutes
• On-Demand
• Free Video