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#PyTorch-Lightning

Showing: 14 courses
Roboflow

How to Train Object Detection Transformer on Custom Dataset

1 rewiews
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.
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12 Lesons
23 minutes
On-Demand
Free-Video
Microsoft

Understanding the Machine Learning Process and Embedding Models into Apps

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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.
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12 Lesons
30 minutes
On-Demand
Free-Video
Yannic Kilcher

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

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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.
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11 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Venelin Valkov

Getting Started with PyTorch Lightning for Deep Learning

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Explore PyTorch Lightning for easier Deep Learning projects, using Google's GoEmotions dataset to build an emotion classification model with practical coding examples.
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7 Lesons
22 minutes
On-Demand
Free-Video
rupert ai

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

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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.
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9 Lesons
1 hour 16 minutes
On-Demand
Free-Video
Weights & Biases

Supercharge Your Training With PyTorch Lightning and Weights & Biases

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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.
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11 Lesons
33 minutes
On-Demand
Free-Video
AssemblyAI

Building a GAN From Scratch With PyTorch - Theory + Implementation

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Learn to build a Generative Adversarial Network from scratch using PyTorch and PyTorch Lightning, covering theory, implementation, and testing in this comprehensive tutorial.
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6 Lesons
32 minutes
On-Demand
Free-Video
Aladdin Persson

Finetuning Whisper with Huggingface and Pytorch Lightning

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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.
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1 Lesons
6 hours 19 minutes
On-Demand
Free-Video
Data Science Dojo

Introduction to Deep Learning with PyTorch

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Learn to implement deep learning models efficiently using PyTorch Lightning, reducing boilerplate code and enabling advanced features like multi-GPU training and model sharding.
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8 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Eran Feit

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

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Learn to build an advanced object detection system using DETR, covering data preparation, model implementation, training, and inference with PyTorch, Transformers, and PyTorch Lightning.
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6 Lesons
46 minutes
On-Demand
Free-Video
Linux Foundation

Accelerating the LLM Lifecycle on the Cloud

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Explore PyTorch Lightning and Lightning Studios for reproducible AI development on the cloud, enabling seamless accelerated computing and solving challenges of reproducibility and collaboration.
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1 Lesons
33 minutes
On-Demand
Free-Video
PyCon US

The Fundamentals of Modern Deep Learning with PyTorch

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Learn PyTorch for deep learning: train neural networks for image and text classification, explore tensor operations, automatic differentiation, and modern libraries like PyTorch Lightning for efficient GPU training.
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1 Lesons
3 hours
On-Demand
Free-Video
Google Cloud Tech

Accelerate PyTorch Workloads with PyTorch/XLA

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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.
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1 Lesons
31 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

10X Faster Machine Learning: From R&D to Production

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Supercharge ML experimentation with PyTorch Lightning and DVC, and streamline production using Kubeflow. Learn to overcome challenges in complex ML model development and deployment.
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1 Lesons
1 hour 24 minutes
On-Demand
Free-Video