Name Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)
File Type package
Size 945.47MB
UpdateDate 2024-6-20
hash *****6A56A84CA9A96884A9BCD606AC8F4AC238
Hot 13
Files ~i.txt | 1.52KB cover.jpg | 83.79KB exercise.7z | 632.86MB playlist.m3u | 3.12KB 1. Course Overview/1. Course Overview.mp4 | 3.56MB 1. Course Overview/1. Course Overview.vtt | 2.29KB 2. Exploring the fastai Library/1. Version Check.mp4 | 749.12KB 2. Exploring the fastai Library/1. Version Check.vtt | 7B 2. Exploring the fastai Library/2. Introducing the fastai Library.mp4 | 5.72MB 2. Exploring the fastai Library/2. Introducing the fastai Library.vtt | 6.15KB 2. Exploring the fastai Library/3. What Else Can You Do with the fastai Library.mp4 | 3.99MB 2. Exploring the fastai Library/3. What Else Can You Do with the fastai Library.vtt | 5.10KB 2. Exploring the fastai Library/4. Whats a Great Way to Learn MLDL.mp4 | 2.97MB 2. Exploring the fastai Library/4. Whats a Great Way to Learn MLDL.vtt | 4.09KB 3. Setting up a Development Environment/1. Requirements and Install Options.mp4 | 4.21MB 3. Setting up a Development Environment/1. Requirements and Install Options.vtt | 5.08KB 3. Setting up a Development Environment/2. Set up a Dev Environment for fastai 1.0.mp4 | 22.81MB 3. Setting up a Development Environment/2. Set up a Dev Environment for fastai 1.0.vtt | 5.63KB 3. Setting up a Development Environment/3. Other Dev Environment Options.mp4 | 6.43MB 3. Setting up a Development Environment/3. Other Dev Environment Options.vtt | 4.80KB 4. Building a TextTopic Classifier with Transfer Learning/1. Module Overview.mp4 | 9.67MB 4. Building a TextTopic Classifier with Transfer Learning/1. Module Overview.vtt | 5.98KB 4. Building a TextTopic Classifier with Transfer Learning/2. Preparing the Data.mp4 | 24.99MB 4. Building a TextTopic Classifier with Transfer Learning/2. Preparing the Data.vtt | 8.29KB 4. Building a TextTopic Classifier with Transfer Learning/3. Introduction to Language Models.mp4 | 17.05MB 4. Building a TextTopic Classifier with Transfer Learning/3. Introduction to Language Models.vtt | 8.36KB 4. Building a TextTopic Classifier with Transfer Learning/4. Language Model Fine-tuning.mp4 | 12.36MB 4. Building a TextTopic Classifier with Transfer Learning/4. Language Model Fine-tuning.vtt | 6.63KB 4. Building a TextTopic Classifier with Transfer Learning/5. Finalizing Language Model Tuning and Testing.mp4 | 12.74MB 4. Building a TextTopic Classifier with Transfer Learning/5. Finalizing Language Model Tuning and Testing.vtt | 7.77KB 4. Building a TextTopic Classifier with Transfer Learning/6. Training a Document Classifier with Transfer Learning.mp4 | 18.24MB 4. Building a TextTopic Classifier with Transfer Learning/6. Training a Document Classifier with Transfer Learning.vtt | 10.46KB 4. Building a TextTopic Classifier with Transfer Learning/7. Discussing the Results and Summary.mp4 | 14.57MB 4. Building a TextTopic Classifier with Transfer Learning/7. Discussing the Results and Summary.vtt | 6.24KB 5. Using Deep Learning for NLP/01. Introduction.mp4 | 2.12MB 5. Using Deep Learning for NLP/01. Introduction.vtt | 2.93KB 5. Using Deep Learning for NLP/02. Transfer Learning and Fine-tuning.mp4 | 2.46MB 5. Using Deep Learning for NLP/02. Transfer Learning and Fine-tuning.vtt | 3.33KB 5. Using Deep Learning for NLP/03. Introduction to ULMFiT.mp4 | 8.66MB 5. Using Deep Learning for NLP/03. Introduction to ULMFiT.vtt | 11.68KB 5. Using Deep Learning for NLP/04. Discriminitive Fine-tuning.mp4 | 2.79MB 5. Using Deep Learning for NLP/04. Discriminitive Fine-tuning.vtt | 3.49KB 5. Using Deep Learning for NLP/05. Hyper-parameters Scheduling.mp4 | 4.68MB 5. Using Deep Learning for NLP/05. Hyper-parameters Scheduling.vtt | 4.89KB 5. Using Deep Learning for NLP/06. AWD-LSTM Language Model.mp4 | 5.98MB 5. Using Deep Learning for NLP/06. AWD-LSTM Language Model.vtt | 3.71KB 5. Using Deep Learning for NLP/07. Dropout.mp4 | 3.80MB 5. Using Deep Learning for NLP/07. Dropout.vtt | 3.96KB 5. Using Deep Learning for NLP/08. Embedding Layer.mp4 | 3.13MB 5. Using Deep Learning for NLP/08. Embedding Layer.vtt | 3.79KB 5. Using Deep Learning for NLP/09. Text Pre-processing.mp4 | 7.89MB 5. Using Deep Learning for NLP/09. Text Pre-processing.vtt | 5.85KB 5. Using Deep Learning for NLP/10. Batch Data Loading.mp4 | 10.37MB 5. Using Deep Learning for NLP/10. Batch Data Loading.vtt | 8.36KB 5. Using Deep Learning for NLP/11. Summary.mp4 | 3.12MB 5. Using Deep Learning for NLP/11. Summary.vtt | 4.12KB 6. Going from Prototype to Production/1. Introduction and Dev Environment Setup.mp4 | 11.03MB 6. Going from Prototype to Production/1. Introduction and Dev Environment Setup.vtt | 5.29KB 6. Going from Prototype to Production/2. Preparing a Model for Production.mp4 | 5.10MB 6. Going from Prototype to Production/2. Preparing a Model for Production.vtt | 3.38KB 6. Going from Prototype to Production/3. Scoring Script for Local Test.mp4 | 9.43MB 6. Going from Prototype to Production/3. Scoring Script for Local Test.vtt | 5.79KB 6. Going from Prototype to Production/4. Set up Azure ML Workspace.mp4 | 4.80MB 6. Going from Prototype to Production/4. Set up Azure ML Workspace.vtt | 2.28KB 6. Going from Prototype to Production/5. Scoring Script for AML Services.mp4 | 1.88MB 6. Going from Prototype to Production/5. Scoring Script for AML Services.vtt | 812B 6. Going from Prototype to Production/6. Create the Production Image.mp4 | 5.01MB 6. Going from Prototype to Production/6. Create the Production Image.vtt | 3.43KB 6. Going from Prototype to Production/7. Deploy the Production Image.mp4 | 9.82MB 6. Going from Prototype to Production/7. Deploy the Production Image.vtt | 3.89KB 6. Going from Prototype to Production/8. Test the Web Service.mp4 | 3.40MB 6. Going from Prototype to Production/8. Test the Web Service.vtt | 1.89KB 6. Going from Prototype to Production/9. Summary.mp4 | 1.68MB 6. Going from Prototype to Production/9. Summary.vtt | 2.49KB 7. Building a Custom Language Model from Scratch/1. Introduction.mp4 | 1.87MB 7. Building a Custom Language Model from Scratch/1. Introduction.vtt | 1.48KB 7. Building a Custom Language Model from Scratch/2. Getting the Data.mp4 | 10.24MB 7. Building a Custom Language Model from Scratch/2. Getting the Data.vtt | 5.87KB 7. Building a Custom Language Model from Scratch/3. Text Pre-processing.mp4 | 8.91MB 7. Building a Custom Language Model from Scratch/3. Text Pre-processing.vtt | 4.57KB 7. Building a Custom Language Model from Scratch/4. Pre-train the Language Model.mp4 | 5.55MB 7. Building a Custom Language Model from Scratch/4. Pre-train the Language Model.vtt | 3.90KB 7. Building a Custom Language Model from Scratch/5. Verify the Quality of the Language Model.mp4 | 3.89MB 7. Building a Custom Language Model from Scratch/5. Verify the Quality of the Language Model.vtt | 2.50KB 7. Building a Custom Language Model from Scratch/6. Scripts for Training the Full Model.mp4 | 3.04MB 7. Building a Custom Language Model from Scratch/6. Scripts for Training the Full Model.vtt | 1.82KB 7. Building a Custom Language Model from Scratch/7. Summary.mp4 | 1.02MB 7. Building a Custom Language Model from Scratch/7. Summary.vtt | 1.68KB 8. Recapping and Next Steps/1. Course Recap.mp4 | 5.35MB 8. Recapping and Next Steps/1. Course Recap.vtt | 4.35KB 8. Recapping and Next Steps/2. Next Steps.mp4 | 5.27MB 8. Recapping and Next Steps/2. Next Steps.vtt | 6.10KB
