Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)

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getting started deep learning using pytorch fastai gianni rosa gallina

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Files (92)

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)

92 files • 945.47 MB

exercise.7z

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/exercise.7z

632.86 MB

4. Building a TextTopic Classifier with Transfer Learning

14 files • 109.67 MB

2. Preparing the Data.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/2. Preparing the Data.mp4

24.99 MB

6. Training a Document Classifier with Transfer Learning.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/6. Training a Document Classifier with Transfer Learning.mp4

18.24 MB

3. Introduction to Language Models.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/3. Introduction to Language Models.mp4

17.05 MB

7. Discussing the Results and Summary.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/7. Discussing the Results and Summary.mp4

14.57 MB

5. Finalizing Language Model Tuning and Testing.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/5. Finalizing Language Model Tuning and Testing.mp4

12.74 MB

4. Language Model Fine-tuning.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/4. Language Model Fine-tuning.mp4

12.36 MB

1. Module Overview.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/1. Module Overview.mp4

9.67 MB

6. Training a Document Classifier with Transfer Learning.vtt

10.46 KB

3. Introduction to Language Models.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/3. Introduction to Language Models.vtt

8.36 KB

2. Preparing the Data.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/2. Preparing the Data.vtt

8.29 KB

5. Finalizing Language Model Tuning and Testing.vtt

7.77 KB

4. Language Model Fine-tuning.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/4. Language Model Fine-tuning.vtt

6.63 KB

7. Discussing the Results and Summary.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/7. Discussing the Results and Summary.vtt

6.24 KB

1. Module Overview.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/4. Building a TextTopic Classifier with Transfer Learning/1. Module Overview.vtt

5.98 KB

3. Setting up a Development Environment

6 files • 33.47 MB

2. Set up a Dev Environment for fastai 1.0.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/3. Setting up a Development Environment/2. Set up a Dev Environment for fastai 1.0.mp4

22.81 MB

3. Other Dev Environment Options.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/3. Setting up a Development Environment/3. Other Dev Environment Options.mp4

6.43 MB

1. Requirements and Install Options.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/3. Setting up a Development Environment/1. Requirements and Install Options.mp4

4.21 MB

2. Set up a Dev Environment for fastai 1.0.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/3. Setting up a Development Environment/2. Set up a Dev Environment for fastai 1.0.vtt

5.63 KB

1. Requirements and Install Options.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/3. Setting up a Development Environment/1. Requirements and Install Options.vtt

5.08 KB

3. Other Dev Environment Options.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/3. Setting up a Development Environment/3. Other Dev Environment Options.vtt

4.8 KB

6. Going from Prototype to Production

18 files • 52.17 MB

1. Introduction and Dev Environment Setup.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/1. Introduction and Dev Environment Setup.mp4

11.03 MB

7. Deploy the Production Image.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/7. Deploy the Production Image.mp4

9.82 MB

3. Scoring Script for Local Test.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/3. Scoring Script for Local Test.mp4

9.43 MB

2. Preparing a Model for Production.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/2. Preparing a Model for Production.mp4

5.1 MB

6. Create the Production Image.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/6. Create the Production Image.mp4

5.01 MB

4. Set up Azure ML Workspace.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/4. Set up Azure ML Workspace.mp4

4.8 MB

8. Test the Web Service.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/8. Test the Web Service.mp4

3.4 MB

5. Scoring Script for AML Services.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/5. Scoring Script for AML Services.mp4

1.88 MB

9. Summary.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/9. Summary.mp4

1.68 MB

3. Scoring Script for Local Test.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/3. Scoring Script for Local Test.vtt

5.79 KB

1. Introduction and Dev Environment Setup.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/1. Introduction and Dev Environment Setup.vtt

5.29 KB

7. Deploy the Production Image.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/7. Deploy the Production Image.vtt

3.89 KB

6. Create the Production Image.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/6. Create the Production Image.vtt

3.43 KB

2. Preparing a Model for Production.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/2. Preparing a Model for Production.vtt

3.38 KB

9. Summary.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/9. Summary.vtt

2.49 KB

4. Set up Azure ML Workspace.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/4. Set up Azure ML Workspace.vtt

2.28 KB

8. Test the Web Service.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/8. Test the Web Service.vtt

1.89 KB

5. Scoring Script for AML Services.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/6. Going from Prototype to Production/5. Scoring Script for AML Services.vtt

812 Bytes

5. Using Deep Learning for NLP

22 files • 55.05 MB

10. Batch Data Loading.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/10. Batch Data Loading.mp4

10.37 MB

03. Introduction to ULMFiT.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/03. Introduction to ULMFiT.mp4

8.66 MB

09. Text Pre-processing.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/09. Text Pre-processing.mp4

7.89 MB

06. AWD-LSTM Language Model.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/06. AWD-LSTM Language Model.mp4

5.98 MB

05. Hyper-parameters Scheduling.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/05. Hyper-parameters Scheduling.mp4

4.68 MB

07. Dropout.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/07. Dropout.mp4

3.8 MB

08. Embedding Layer.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/08. Embedding Layer.mp4

3.13 MB

11. Summary.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/11. Summary.mp4

3.12 MB

04. Discriminitive Fine-tuning.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/04. Discriminitive Fine-tuning.mp4

2.79 MB

02. Transfer Learning and Fine-tuning.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/02. Transfer Learning and Fine-tuning.mp4

2.46 MB

01. Introduction.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/01. Introduction.mp4

2.12 MB

03. Introduction to ULMFiT.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/03. Introduction to ULMFiT.vtt

11.68 KB

10. Batch Data Loading.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/10. Batch Data Loading.vtt

8.36 KB

09. Text Pre-processing.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/09. Text Pre-processing.vtt

5.85 KB

05. Hyper-parameters Scheduling.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/05. Hyper-parameters Scheduling.vtt

4.89 KB

11. Summary.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/11. Summary.vtt

4.12 KB

07. Dropout.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/07. Dropout.vtt

3.96 KB

08. Embedding Layer.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/08. Embedding Layer.vtt

3.79 KB

06. AWD-LSTM Language Model.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/06. AWD-LSTM Language Model.vtt

3.71 KB

04. Discriminitive Fine-tuning.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/04. Discriminitive Fine-tuning.vtt

3.49 KB

02. Transfer Learning and Fine-tuning.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/02. Transfer Learning and Fine-tuning.vtt

3.33 KB

01. Introduction.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/5. Using Deep Learning for NLP/01. Introduction.vtt

2.93 KB

7. Building a Custom Language Model from Scratch

14 files • 34.54 MB

2. Getting the Data.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/2. Getting the Data.mp4

10.24 MB

3. Text Pre-processing.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/3. Text Pre-processing.mp4

8.91 MB

4. Pre-train the Language Model.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/4. Pre-train the Language Model.mp4

5.55 MB

5. Verify the Quality of the Language Model.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/5. Verify the Quality of the Language Model.mp4

3.89 MB

6. Scripts for Training the Full Model.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/6. Scripts for Training the Full Model.mp4

3.04 MB

1. Introduction.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/1. Introduction.mp4

1.87 MB

7. Summary.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/7. Summary.mp4

1.02 MB

2. Getting the Data.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/2. Getting the Data.vtt

5.87 KB

3. Text Pre-processing.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/3. Text Pre-processing.vtt

4.57 KB

4. Pre-train the Language Model.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/4. Pre-train the Language Model.vtt

3.9 KB

5. Verify the Quality of the Language Model.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/5. Verify the Quality of the Language Model.vtt

2.5 KB

6. Scripts for Training the Full Model.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/6. Scripts for Training the Full Model.vtt

1.82 KB

7. Summary.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/7. Summary.vtt

1.68 KB

1. Introduction.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/7. Building a Custom Language Model from Scratch/1. Introduction.vtt

1.48 KB

2. Exploring the fastai Library

8 files • 13.42 MB

2. Introducing the fastai Library.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/2. Introducing the fastai Library.mp4

5.72 MB

3. What Else Can You Do with the fastai Library.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/3. What Else Can You Do with the fastai Library.mp4

3.99 MB

4. Whats a Great Way to Learn MLDL.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/4. Whats a Great Way to Learn MLDL.mp4

2.97 MB

1. Version Check.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/1. Version Check.mp4

749.12 KB

2. Introducing the fastai Library.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/2. Introducing the fastai Library.vtt

6.15 KB

3. What Else Can You Do with the fastai Library.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/3. What Else Can You Do with the fastai Library.vtt

5.1 KB

4. Whats a Great Way to Learn MLDL.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/4. Whats a Great Way to Learn MLDL.vtt

4.09 KB

1. Version Check.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/2. Exploring the fastai Library/1. Version Check.vtt

7 Bytes

8. Recapping and Next Steps

4 files • 10.63 MB

1. Course Recap.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/8. Recapping and Next Steps/1. Course Recap.mp4

5.35 MB

2. Next Steps.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/8. Recapping and Next Steps/2. Next Steps.mp4

5.27 MB

2. Next Steps.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/8. Recapping and Next Steps/2. Next Steps.vtt

6.1 KB

1. Course Recap.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/8. Recapping and Next Steps/1. Course Recap.vtt

4.35 KB

1. Course Overview

2 files • 3.57 MB

1. Course Overview.mp4

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/1. Course Overview/1. Course Overview.mp4

3.56 MB

1. Course Overview.vtt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/1. Course Overview/1. Course Overview.vtt

2.29 KB

cover.jpg

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/cover.jpg

83.79 KB

playlist.m3u

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/playlist.m3u

3.12 KB

~i.txt

Getting Started with NLP Deep Learning Using PyTorch and fastai (Gianni Rosa Gallina, 2019)/~i.txt

1.52 KB

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