https://github.com/hienduyph/oxford-deepnlp-2017
:rocket: :tada: :sparkles: Oxford Deep NLP 2017 Course Materials and Practicals, Solutions
https://github.com/hienduyph/oxford-deepnlp-2017
deepnlp nlp tensorflow
Last synced: about 1 year ago
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:rocket: :tada: :sparkles: Oxford Deep NLP 2017 Course Materials and Practicals, Solutions
- Host: GitHub
- URL: https://github.com/hienduyph/oxford-deepnlp-2017
- Owner: hienduyph
- Created: 2017-02-09T11:55:53.000Z (over 9 years ago)
- Default Branch: master
- Last Pushed: 2017-07-08T12:52:51.000Z (about 9 years ago)
- Last Synced: 2025-03-31T02:04:51.983Z (over 1 year ago)
- Topics: deepnlp, nlp, tensorflow
- Language: Jupyter Notebook
- Homepage:
- Size: 46 MB
- Stars: 29
- Watchers: 5
- Forks: 13
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Oxford DeepNLP 2017
This repo contains all lectures slides, videos and my solutions for practices (using TensorFlow)
## Course Materials
- Lecture 1a: Introductions
- [Slide](slides/Lectures-1a-Introductions.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=ff91caf5-fa7c-42de-8b3d-41f4bc2365b4)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_1a_intro.mp4)
- Lecture 1b: Deep Neural Networks are our friends.
- [Slide](slides/Lectures-1b-Deep-Neural-Networks-are-our-friends.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=b7d66d78-0deb-46d5-bc14-b1852b9d95e8)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_1b_friends.mp4)
- Lecture 2a: Word Level Semantics.
- [Slide](slides/Lectures-2a-Word-Level-Semantics.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=b8531095-9de9-4d4e-bebd-e4272b90ca39)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_2a_lexical_semantics.mp4)
- Lecture 2b: Overview of the Practicals.
- [Slide](slides/Lectures-2b-Overview-of-the-Practicals.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=2ddf7182-43db-44f5-b62a-45e0dfa4f37b)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_2b_practicals.mp4)
- Lecture 3: Language Modelling and RNNs Part 1.
- [Slide](slides/Lectures-3-Language-Modelling-and-RNNs-Part-1.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=6bf19af4-d7b3-4ac9-89a1-b719bdd0c2bd)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_3_modelling_1.mp4)
- Lecture 4: Language Modelling and RNNs Part 2.
- [Slide](slides/Lectures-4-Language-Modelling-and-RNNs-Part-2.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=fa8df3a8-e7e5-4044-9199-751bcf0a9298)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_4_modelling_2.mp4)
- Lecture 5: Text Classification.
- [Slide](slides/Lectures-5-Text-Classification.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=dbc0d5cb-4d24-41be-a988-85a08eb1b2f7)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_5_text_classification.mp4)
- Lecture 6: Deep NLP on Nvidia GPUs.
- [Slide](slides/Lectures-6-Deep-NLP-on-Nvidia-GPUs.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=f53e1dee-4985-4b9c-b230-6667b9da4ec0)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_6_nvidia_gpus.mp4)
- Lecture 7: Conditional Language Models
- [Slide](slides/Lectures-7-Conditional-Language-Models.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=49b356f4-567c-471a-82b9-99efee068779)
- Download Video
- Lecture 8: Generating Language with Attention
- [Slide](slides/Lectures-8-Generating-Language-with-Attention.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=76125f64-f650-43ff-ba61-13e775c599dd)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_8_conditional_lang_mod_att.mp4)
- Lecture 9: Speech Recognition (ASR)
- [Slide](slides/Lectures-9-Speech-Recognition.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=790fad4d-fc9b-48e8-bd6c-d5efd9eb6663)
- Download Video
- Lecture 10: Text to Speech
- [Slide](slides/Lectures-10-Text-To-Speech.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=0c1890bd-1ef6-4d32-b7e1-b43bf76b3dc8)
- Download Video
- Lecture 11: Question Answering
- [Slide](slides/Lectures-11-Question-Answering.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=94b57073-c01e-4bb5-8e34-57a8b600b140)
- Download Video
- Lecture 12: Memory
- [Slide](slides/Lectures-12-Memory.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=84905060-007e-4710-86de-7e1b557a80e7)
- Download Video
- Lecture 13: Linguistic Knowledge in Neural Networks
- [Slide](Lectures-13-Linguistics.pdf)
- [Watch Video](https://ox.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=78e96cab-8b93-410e-95c3-70ece41a6bcd)
- [Download Video](http://media.podcasts.ox.ac.uk/comlab/deep_learning_NLP/2017-01_deep_NLP_13_linguistic_knowledge_neural.mp4)
[More Resource recommended from Official oxford-cs-deepnlp-2017](READING.md)
## Practicals
- [Practical1 - word2vec](practicals/practical1)
- [Practical2 - Text Classification](practicals/practical2)
- [Practical3 - Text Classification with RNNs](practicals/practical3)
- [Practical4 - Open Practical](practicals/practical4)