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

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

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

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Total Size

991.4 MB

Total Files

92

Last Seen

2025-07-03 00:31

Hash

202546A56A84CA9A96884A9BCD606AC8F4AC238A

/

~i.txt

1.6 KB

cover.jpg

85.8 KB

exercise.7z

663.6 MB

playlist.m3u

3.2 KB

/1. Course Overview/

1. Course Overview.mp4

3.7 MB

1. Course Overview.vtt

2.3 KB

/2. Exploring the fastai Library/

1. Version Check.mp4

767.1 KB

1. Version Check.vtt

0.0 KB

2. Introducing the fastai Library.mp4

6.0 MB

2. Introducing the fastai Library.vtt

6.3 KB

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

4.2 MB

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

5.2 KB

4. Whats a Great Way to Learn MLDL.mp4

3.1 MB

4. Whats a Great Way to Learn MLDL.vtt

4.2 KB

/3. Setting up a Development Environment/

1. Requirements and Install Options.mp4

4.4 MB

1. Requirements and Install Options.vtt

5.2 KB

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

23.9 MB

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

5.8 KB

3. Other Dev Environment Options.mp4

6.7 MB

3. Other Dev Environment Options.vtt

4.9 KB

/4. Building a TextTopic Classifier with Transfer Learning/

1. Module Overview.mp4

10.1 MB

1. Module Overview.vtt

6.1 KB

2. Preparing the Data.mp4

26.2 MB

2. Preparing the Data.vtt

8.5 KB

3. Introduction to Language Models.mp4

17.9 MB

3. Introduction to Language Models.vtt

8.6 KB

4. Language Model Fine-tuning.mp4

13.0 MB

4. Language Model Fine-tuning.vtt

6.8 KB

5. Finalizing Language Model Tuning and Testing.mp4

13.4 MB

5. Finalizing Language Model Tuning and Testing.vtt

8.0 KB

6. Training a Document Classifier with Transfer Learning.mp4

19.1 MB

6. Training a Document Classifier with Transfer Learning.vtt

10.7 KB

7. Discussing the Results and Summary.mp4

15.3 MB

7. Discussing the Results and Summary.vtt

6.4 KB

/5. Using Deep Learning for NLP/

01. Introduction.mp4

2.2 MB

01. Introduction.vtt

3.0 KB

02. Transfer Learning and Fine-tuning.mp4

2.6 MB

02. Transfer Learning and Fine-tuning.vtt

3.4 KB

03. Introduction to ULMFiT.mp4

9.1 MB

03. Introduction to ULMFiT.vtt

12.0 KB

04. Discriminitive Fine-tuning.mp4

2.9 MB

04. Discriminitive Fine-tuning.vtt

3.6 KB

05. Hyper-parameters Scheduling.mp4

4.9 MB

05. Hyper-parameters Scheduling.vtt

5.0 KB

06. AWD-LSTM Language Model.mp4

6.3 MB

06. AWD-LSTM Language Model.vtt

3.8 KB

07. Dropout.mp4

4.0 MB

07. Dropout.vtt

4.1 KB

08. Embedding Layer.mp4

3.3 MB

08. Embedding Layer.vtt

3.9 KB

09. Text Pre-processing.mp4

8.3 MB

09. Text Pre-processing.vtt

6.0 KB

10. Batch Data Loading.mp4

10.9 MB

10. Batch Data Loading.vtt

8.6 KB

11. Summary.mp4

3.3 MB

11. Summary.vtt

4.2 KB

/6. Going from Prototype to Production/

1. Introduction and Dev Environment Setup.mp4

11.6 MB

1. Introduction and Dev Environment Setup.vtt

5.4 KB

2. Preparing a Model for Production.mp4

5.3 MB

2. Preparing a Model for Production.vtt

3.5 KB

3. Scoring Script for Local Test.mp4

9.9 MB

3. Scoring Script for Local Test.vtt

5.9 KB

4. Set up Azure ML Workspace.mp4

5.0 MB

4. Set up Azure ML Workspace.vtt

2.3 KB

5. Scoring Script for AML Services.mp4

2.0 MB

5. Scoring Script for AML Services.vtt

0.8 KB

6. Create the Production Image.mp4

5.3 MB

6. Create the Production Image.vtt

3.5 KB

7. Deploy the Production Image.mp4

10.3 MB

7. Deploy the Production Image.vtt

4.0 KB

8. Test the Web Service.mp4

3.6 MB

8. Test the Web Service.vtt

1.9 KB

9. Summary.mp4

1.8 MB

9. Summary.vtt

2.5 KB

/7. Building a Custom Language Model from Scratch/

1. Introduction.mp4

2.0 MB

1. Introduction.vtt

1.5 KB

2. Getting the Data.mp4

10.7 MB

2. Getting the Data.vtt

6.0 KB

3. Text Pre-processing.mp4

9.3 MB

3. Text Pre-processing.vtt

4.7 KB

4. Pre-train the Language Model.mp4

5.8 MB

4. Pre-train the Language Model.vtt

4.0 KB

5. Verify the Quality of the Language Model.mp4

4.1 MB

5. Verify the Quality of the Language Model.vtt

2.6 KB

6. Scripts for Training the Full Model.mp4

3.2 MB

6. Scripts for Training the Full Model.vtt

1.9 KB

7. Summary.mp4

1.1 MB

7. Summary.vtt

1.7 KB

/8. Recapping and Next Steps/

1. Course Recap.mp4

5.6 MB

1. Course Recap.vtt

4.5 KB

2. Next Steps.mp4

5.5 MB

2. Next Steps.vtt

6.2 KB

 

Total files 92


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