CS224n Natural Language Processing with Deep Learning

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processing language learning natural cs224n deep

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Files (687)

CS224n Natural Language Processing with Deep Learning

687 files • 10.79 GB

assignments

374 files • 685.38 MB

assignment2

30 files • 158.51 MB

utils

6 files • 45.5 KB

__init__.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/utils/__init__.py

0 Bytes

__init__.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/utils/__init__.pyc

213 Bytes

general_utils.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/utils/general_utils.py

6.14 KB

general_utils.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/utils/general_utils.pyc

6.92 KB

parser_utils.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/utils/parser_utils.py

15.19 KB

parser_utils.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/utils/parser_utils.pyc

17.04 KB

data

11 files • 157.23 MB

weights

4 files • 34.44 MB

checkpoint

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/weights/checkpoint

85 Bytes

parser.weights.index

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/weights/parser.weights.index

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parser.weights.meta

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/weights/parser.weights.meta

7.63 MB

parser.weights.data-00000-of-00001

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/weights/parser.weights.data-00000-of-00001

26.81 MB

dev.conll

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/dev.conll

1.25 MB

dev.gold.conll

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/dev.gold.conll

1.25 MB

test.gold.conll

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/test.gold.conll

1.76 MB

test.conll

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/test.conll

1.76 MB

train.gold.conll

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/train.gold.conll

29.52 MB

train.conll

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/train.conll

29.52 MB

en-cw.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/data/en-cw.txt

57.73 MB

q2_initialization.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q2_initialization.py

1.74 KB

q2_initialization.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q2_initialization.pyc

2.43 KB

q1_softmax.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q1_softmax.py

3.99 KB

model.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/model.py

4.05 KB

q1_softmax.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q1_softmax.pyc

4.61 KB

model.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/model.pyc

5.73 KB

q1_classifier.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q1_classifier.py

7.64 KB

q2_parser_transitions.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q2_parser_transitions.py

7.91 KB

q2_parser_transitions.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q2_parser_transitions.pyc

9.35 KB

q2_parser_model.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q2_parser_model.py

11.17 KB

assignment2.pdf

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/assignment2.pdf

315.6 KB

assignment2-soln.pdf

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/assignment2-soln.pdf

325.85 KB

q2_test.predicted.pkl

CS224n Natural Language Processing with Deep Learning/assignments/assignment2/q2_test.predicted.pkl

571.7 KB

assignment1

46 files • 253.74 MB

utils

15 files • 182.87 MB

__init__.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/__init__.py

0 Bytes

__init__.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/__init__.pyc

213 Bytes

glove.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/glove.py

733 Bytes

glove.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/glove.pyc

1.04 KB

datasets

9 files • 182.85 MB

stanfordSentimentTreebank

8 files • 19.44 MB

README.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/README.txt

2.3 KB

datasetSplit.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/datasetSplit.txt

81.8 KB

original_rt_snippets.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/original_rt_snippets.txt

1.14 MB

SOStr.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/SOStr.txt

1.17 MB

datasetSentences.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/datasetSentences.txt

1.23 MB

STree.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/STree.txt

1.25 MB

sentiment_labels.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/sentiment_labels.txt

3.11 MB

dictionary.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/stanfordSentimentTreebank/dictionary.txt

11.45 MB

glove.6B.50d.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/datasets/glove.6B.50d.txt

163.41 MB

treebank.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/treebank.py

7.42 KB

treebank.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/utils/treebank.pyc

9.16 KB

requirements.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/requirements.txt

31 Bytes

collect_submission.sh

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/collect_submission.sh

79 Bytes

Makefile

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/Makefile

183 Bytes

get_datasets.sh

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/get_datasets.sh

623 Bytes

q2_sigmoid.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q2_sigmoid.py

1.68 KB

q3_run.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q3_run.py

2.18 KB

q2_gradcheck.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q2_gradcheck.py

2.44 KB

q2_sigmoid.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q2_sigmoid.pyc

2.5 KB

q2_gradcheck.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q2_gradcheck.pyc

2.75 KB

q1_softmax.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q1_softmax.py

2.82 KB

q2_neural.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q2_neural.py

2.83 KB

q3_sgd.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q3_sgd.py

3.7 KB

q1_softmax.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q1_softmax.pyc

3.71 KB

q3_sgd.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q3_sgd.pyc

4.69 KB

q4_sentiment.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q4_sentiment.py

7.76 KB

q3_word2vec.py

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q3_word2vec.py

9.36 KB

q3_word2vec.pyc

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q3_word2vec.pyc

10.69 KB

q4_dev_conf.png

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q4_dev_conf.png

29.63 KB

q3_word_vectors.png

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q3_word_vectors.png

34.4 KB

q4_reg_v_acc.png

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q4_reg_v_acc.png

39.45 KB

q4_dev_pred.txt

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/q4_dev_pred.txt

116.66 KB

assignment1.pdf

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/assignment1.pdf

205.33 KB

assignment1_soln.pdf

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/assignment1_soln.pdf

296.23 KB

saved_params_5000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_5000.npy

8.64 MB

saved_params_15000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_15000.npy

8.78 MB

saved_params_10000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_10000.npy

8.78 MB

saved_params_20000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_20000.npy

8.78 MB

saved_params_25000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_25000.npy

8.78 MB

saved_params_35000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_35000.npy

8.78 MB

saved_params_30000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_30000.npy

8.78 MB

saved_params_40000.npy

CS224n Natural Language Processing with Deep Learning/assignments/assignment1/saved_params_40000.npy

8.79 MB

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Resources

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ImageBlocks.pptx

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NNet.pptx

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notes7.aux

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notes6.aux

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notes5.aux

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notes3.aux

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notes2.aux

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notes8.tex

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notes6

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BiEncoder.png

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Decoder.png

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alignment.png

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google_example.png

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hybrid.png

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candidate_list.png

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BPE.png

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longsentences.png

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partition.png

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pointer.png

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notes4.tex

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gradient-notes.tex

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tensorflow.tex

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notes2

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fig

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window.png

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LinearBoundary.png

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pretraining.png

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retraining.png

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DataSize.png

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TrainTime.png

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hyperparam.png

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Resources

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ImageBlocks.pptx

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review-differential-calculus.tex

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notes8.synctex.gz

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notes8

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fig

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DMN.png

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notes5.tex

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notes2.tex

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notes7.tex

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notes1.tex

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notes7

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fig

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img7.png

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CNN-alternates.png

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Resources

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ImageBlocks.pptx

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NNet.pptx

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notes4.synctex.gz

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notes8.log

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notes6.tex

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notes3.tex

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notes7.log

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notes3.log

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notes4.log

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notes5.log

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notes1.synctex.gz

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review-differential-calculus.pdf

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notes6.synctex.gz

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notes3.synctex.gz

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notes8.pdf

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notes4.pdf

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gradient-notes.pdf

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tensorflow.pdf

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notes1.pdf

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notes2.pdf

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notes6.pdf

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notes3.pdf

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notes7.pdf

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01 Introduction to NLP and Deep Learning

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CS224n笔记1 自然语言处理与深度学习简介.url

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Lecture 1 Natural Language Processing with Deep Learning.srt

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cs229-cvxopt.pdf

CS224n Natural Language Processing with Deep Learning/01 Introduction to NLP and Deep Learning/cs229-cvxopt.pdf

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cs229-linalg.pdf

CS224n Natural Language Processing with Deep Learning/01 Introduction to NLP and Deep Learning/cs229-linalg.pdf

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cs229-prob.pdf

CS224n Natural Language Processing with Deep Learning/01 Introduction to NLP and Deep Learning/cs229-prob.pdf

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cs224n-2017-notes1.pdf

CS224n Natural Language Processing with Deep Learning/01 Introduction to NLP and Deep Learning/cs224n-2017-notes1.pdf

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cs224n-2017-lecture1.docx

CS224n Natural Language Processing with Deep Learning/01 Introduction to NLP and Deep Learning/cs224n-2017-lecture1.docx

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cs224n-2017-lecture1.pdf

CS224n Natural Language Processing with Deep Learning/01 Introduction to NLP and Deep Learning/cs224n-2017-lecture1.pdf

11.94 MB

Lecture 1 Natural Language Processing with Deep Learning.mp4

CS224n Natural Language Processing with Deep Learning/01 Introduction to NLP and Deep Learning/Lecture 1 Natural Language Processing with Deep Learning.mp4

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README.url

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11 Gated recurrent units and further topics in NMT

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CS224n笔记11 GRU和NMT的进一步话题.url

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Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character Models.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/Achieving Open Vocabulary Neural Machine Translation with Hybrid Word-Character Models.pdf

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Neural Machine Translation of Rare Words with Subword Units.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/Neural Machine Translation of Rare Words with Subword Units.pdf

188.69 KB

On Using Very Large Target Vocabulary for Neural Machine Translation.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/On Using Very Large Target Vocabulary for Neural Machine Translation.pdf

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Pointing the Unknown Words.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/Pointing the Unknown Words.pdf

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cs224n-2017-notes6.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/cs224n-2017-notes6.pdf

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cs224n-2017-lecture11-highlight.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/cs224n-2017-lecture11-highlight.pdf

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Lip Reading Sentences in the Wild.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/Lip Reading Sentences in the Wild.pdf

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cs224n-2017-lecture11.pdf

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/cs224n-2017-lecture11.pdf

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Lecture 11 Gated Recurrent Units and Further Topics in NMT.mp4

CS224n Natural Language Processing with Deep Learning/11 Gated recurrent units and further topics in NMT/Lecture 11 Gated Recurrent Units and Further Topics in NMT.mp4

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07 Introduction to TensorFlow

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CS224n笔记7 TensorFlow入门.url

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cs224n-2017-tensorflow-notes.pdf

CS224n Natural Language Processing with Deep Learning/07 Introduction to TensorFlow/cs224n-2017-tensorflow-notes.pdf

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cs224n-2017-lecture7-highlight.pdf

CS224n Natural Language Processing with Deep Learning/07 Introduction to TensorFlow/cs224n-2017-lecture7-highlight.pdf

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cs224n-2017-tensorflow.pdf

CS224n Natural Language Processing with Deep Learning/07 Introduction to TensorFlow/cs224n-2017-tensorflow.pdf

2.33 MB

Visual Dialog.pdf

CS224n Natural Language Processing with Deep Learning/07 Introduction to TensorFlow/Visual Dialog.pdf

7.39 MB

Lecture 7 Introduction to TensorFlow.mp4

CS224n Natural Language Processing with Deep Learning/07 Introduction to TensorFlow/Lecture 7 Introduction to TensorFlow.mp4

293.45 MB

09 Machine translation and advanced recurrent LSTMs and GRUs

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CS224n笔记9 机器翻译和高级LSTM及GRU.url

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/CS224n笔记9 机器翻译和高级LSTM及GRU.url

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SUBWORD LANGUAGE MODELING WITH NEURAL NETWORKS.pdf

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/SUBWORD LANGUAGE MODELING WITH NEURAL NETWORKS.pdf

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Exploring the Limits of Language Modeling.pdf

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/Exploring the Limits of Language Modeling.pdf

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DATA NOISING AS SMOOTHING IN NEURAL NETWORK LANGUAGE MODELS.pdf

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/DATA NOISING AS SMOOTHING IN NEURAL NETWORK LANGUAGE MODELS.pdf

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cs224n-2017-notes5.pdf

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/cs224n-2017-notes5.pdf

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cs224n-2017-lecture9-highlight.pdf

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/cs224n-2017-lecture9-highlight.pdf

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cs224n-2017-lecture9.pdf

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/cs224n-2017-lecture9.pdf

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Lecture 9 Machine Translation and Advanced Recurrent LSTMs and GRUs.mp4

CS224n Natural Language Processing with Deep Learning/09 Machine translation and advanced recurrent LSTMs and GRUs/Lecture 9 Machine Translation and Advanced Recurrent LSTMs and GRUs.mp4

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12 End-to-end models for Speech Processing

4 files • 295.18 MB

CS224n笔记12 语音识别的end-to-end模型.url

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cs224n-2017-lecture12.pdf

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Lecture 12 End-to-End Models for Speech Processing.mp4

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06 Dependency Parsing

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CS224n笔记6 句法分析.url

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Incrementality in Deterministic Dependency Parsing.pdf

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Universal Dependencies A cross-linguistic typology.pdf

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Globally Normalized Transition-Based Neural Networks.pdf

CS224n Natural Language Processing with Deep Learning/06 Dependency Parsing/Globally Normalized Transition-Based Neural Networks.pdf

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cs224n-2017-notes4.pdf

CS224n Natural Language Processing with Deep Learning/06 Dependency Parsing/cs224n-2017-notes4.pdf

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Improving Distributional Similarity with Lessons Learned from Word Embeddings.pdf

CS224n Natural Language Processing with Deep Learning/06 Dependency Parsing/Improving Distributional Similarity with Lessons Learned from Word Embeddings.pdf

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cs224n-2017-lecture6-highlight.pdf

CS224n Natural Language Processing with Deep Learning/06 Dependency Parsing/cs224n-2017-lecture6-highlight.pdf

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(Synthesis Lectures on Human Language Technologies) Sandra Kubler, Ryan McDonald, Joakim Nivre, Graeme Hirst-Dependency parsing-Morgan and Claypool Publishers (2009).pdf

CS224n Natural Language Processing with Deep Learning/06 Dependency Parsing/(Synthesis Lectures on Human Language Technologies) Sandra Kubler, Ryan McDonald, Joakim Nivre, Graeme Hirst-Dependency parsing-Morgan and Claypool Publishers (2009).pdf

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cs224n-2017-lecture6.pdf

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Lecture 6 Dependency Parsing.mp4

CS224n Natural Language Processing with Deep Learning/06 Dependency Parsing/Lecture 6 Dependency Parsing.mp4

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16 Dynamic Neural Networks for Question Answering

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CS224n笔记16 DMN与问答系统.url

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cs224n-2017-notes8.pdf

CS224n Natural Language Processing with Deep Learning/16 Dynamic Neural Networks for Question Answering/cs224n-2017-notes8.pdf

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Learning Program Embeddings to Propagate Feedback on Student Code.pdf

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cs224n-2017-lecture16-highlight.pdf

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cs224n-2017-lecture16-DMN-QA.pdf

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Lecture 16 Dynamic Neural Networks for Question Answering.mp4

CS224n Natural Language Processing with Deep Learning/16 Dynamic Neural Networks for Question Answering/Lecture 16 Dynamic Neural Networks for Question Answering.mp4

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15 Coreference Resolution

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CS224n笔记15 指代消解.url

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Easy Victories and Uphill Battles in Coreference Resolution.pdf

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Deep Reinforcement Learning for Mention-Ranking Coreference Models.pdf

CS224n Natural Language Processing with Deep Learning/15 Coreference Resolution/Deep Reinforcement Learning for Mention-Ranking Coreference Models.pdf

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cs224n-2017-lecture15.pdf

CS224n Natural Language Processing with Deep Learning/15 Coreference Resolution/cs224n-2017-lecture15.pdf

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Lecture 15 Coreference Resolution.mp4

CS224n Natural Language Processing with Deep Learning/15 Coreference Resolution/Lecture 15 Coreference Resolution.mp4

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08 Recurrent Neural Networks and Language Models

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CS224n笔记8 RNN和语言模型.url

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cs224n-2017-lecture8-highlight.pdf

CS224n Natural Language Processing with Deep Learning/08 Recurrent Neural Networks and Language Models/cs224n-2017-lecture8-highlight.pdf

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Structured Training for Neural Network Transition-Based Parsing.pdf

CS224n Natural Language Processing with Deep Learning/08 Recurrent Neural Networks and Language Models/Structured Training for Neural Network Transition-Based Parsing.pdf

664.09 KB

cs224n-2017-lecture8.pdf

CS224n Natural Language Processing with Deep Learning/08 Recurrent Neural Networks and Language Models/cs224n-2017-lecture8.pdf

3.55 MB

Lecture 8 Recurrent Neural Networks and Language Models.mp4

CS224n Natural Language Processing with Deep Learning/08 Recurrent Neural Networks and Language Models/Lecture 8 Recurrent Neural Networks and Language Models.mp4

745.6 MB

17 Issues in NLP and Possible Architectures for NLP

5 files • 327.65 MB

CS224n笔记17 NLP存在的问题与未来的架构.url

CS224n Natural Language Processing with Deep Learning/17 Issues in NLP and Possible Architectures for NLP/CS224n笔记17 NLP存在的问题与未来的架构.url

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cs224n-2017-lecture17-highlight.pdf

CS224n Natural Language Processing with Deep Learning/17 Issues in NLP and Possible Architectures for NLP/cs224n-2017-lecture17-highlight.pdf

1.32 MB

Learning to Compose Neural Networks for Question Answering.pdf

CS224n Natural Language Processing with Deep Learning/17 Issues in NLP and Possible Architectures for NLP/Learning to Compose Neural Networks for Question Answering.pdf

2.96 MB

cs224n-2017-lecture17.pdf

CS224n Natural Language Processing with Deep Learning/17 Issues in NLP and Possible Architectures for NLP/cs224n-2017-lecture17.pdf

11.07 MB

Lecture 17 Issues in NLP and Possible Architectures for NLP.mp4

CS224n Natural Language Processing with Deep Learning/17 Issues in NLP and Possible Architectures for NLP/Lecture 17 Issues in NLP and Possible Architectures for NLP.mp4

312.3 MB

10 Neural Machine Translation and Models with Attention

8 files • 382.92 MB

CS224n笔记10 NMT与Attention.url

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/CS224n笔记10 NMT与Attention.url

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Sequence to Sequence Learning with Neural Networks.pdf

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/Sequence to Sequence Learning with Neural Networks.pdf

109.46 KB

Effective Approaches to Attention-based Neural Machine Translation.pdf

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/Effective Approaches to Attention-based Neural Machine Translation.pdf

160.09 KB

cs224n-2017-lecture10-highlight.pdf

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/cs224n-2017-lecture10-highlight.pdf

381.58 KB

NEURAL MACHINE TRANSLATION BY JOINTLY LEARNING TO ALIGN AND TRANSLATE.pdf

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/NEURAL MACHINE TRANSLATION BY JOINTLY LEARNING TO ALIGN AND TRANSLATE.pdf

434.06 KB

Google’s Multilingual Neural Machine Translation System- Enabling Zero-Shot Translation.pdf

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/Google’s Multilingual Neural Machine Translation System- Enabling Zero-Shot Translation.pdf

2.53 MB

cs224n-2017-lecture10.pdf

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/cs224n-2017-lecture10.pdf

14.01 MB

Lecture 10 Neural Machine Translation and Models with Attention.mp4

CS224n Natural Language Processing with Deep Learning/10 Neural Machine Translation and Models with Attention/Lecture 10 Neural Machine Translation and Models with Attention.mp4

365.32 MB

02 Word Vector Representations word2vec

8 files • 817.62 MB

CS224n笔记2 词的向量表示：word2vec.url

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/CS224n笔记2 词的向量表示：word2vec.url

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Lecture 2 Word Vector Representations_ word2vec.srt

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/Lecture 2 Word Vector Representations_ word2vec.srt

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5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf

109.37 KB

Efficient Estimation of Word Representations in Vector Space.pdf

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/Efficient Estimation of Word Representations in Vector Space.pdf

223.36 KB

A SIMPLE BUT TOUGH-TO-BEAT BASELINE FOR SENTENCE EMBEDDINGS.pdf

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/A SIMPLE BUT TOUGH-TO-BEAT BASELINE FOR SENTENCE EMBEDDINGS.pdf

316.1 KB

cs224n-2017-lecture2-highlight.pdf

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/cs224n-2017-lecture2-highlight.pdf

563.37 KB

cs224n-2017-lecture2.pdf

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/cs224n-2017-lecture2.pdf

2.91 MB

Lecture 2 Word Vector Representations_ word2vec.mp4

CS224n Natural Language Processing with Deep Learning/02 Word Vector Representations word2vec/Lecture 2 Word Vector Representations_ word2vec.mp4

813.43 MB

13 Convolutional Neural Networks

8 files • 670.35 MB

CS224n笔记13 卷积神经网络.url

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/CS224n笔记13 卷积神经网络.url

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Lecture 13 Convolutional Neural Networks.srt

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/Lecture 13 Convolutional Neural Networks.srt

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Convolutional Neural Networks for Sentence Classification.pdf

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/Convolutional Neural Networks for Sentence Classification.pdf

176.34 KB

A Convolutional Neural Network for Modelling Sentences.pdf

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/A Convolutional Neural Network for Modelling Sentences.pdf

335.03 KB

Character-Aware Neural Language Models.pdf

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/Character-Aware Neural Language Models.pdf

469.17 KB

cs224n-2017-lecture13-highlight.pdf

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/cs224n-2017-lecture13-highlight.pdf

1.55 MB

cs224n-2017-lecture13-CNNs.pdf

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/cs224n-2017-lecture13-CNNs.pdf

6.78 MB

Lecture 13 Convolutional Neural Networks.mp4

CS224n Natural Language Processing with Deep Learning/13 Convolutional Neural Networks/Lecture 13 Convolutional Neural Networks.mp4

660.96 MB

18 Tackling the Limits of Deep Learning for NLP

6 files • 491.57 MB

CS224n笔记18 挑战深度学习与自然语言处理的极限.url

CS224n Natural Language Processing with Deep Learning/18 Tackling the Limits of Deep Learning for NLP/CS224n笔记18 挑战深度学习与自然语言处理的极限.url

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cs224n-2017-lecture18-highlight.pdf

CS224n Natural Language Processing with Deep Learning/18 Tackling the Limits of Deep Learning for NLP/cs224n-2017-lecture18-highlight.pdf

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Neural Turing Machines.pdf

CS224n Natural Language Processing with Deep Learning/18 Tackling the Limits of Deep Learning for NLP/Neural Turing Machines.pdf

1.29 MB

Hybrid computing using a neural network with dynamic external memory.pdf

CS224n Natural Language Processing with Deep Learning/18 Tackling the Limits of Deep Learning for NLP/Hybrid computing using a neural network with dynamic external memory.pdf

2.59 MB

cs224n-2017-lecture18.pdf

CS224n Natural Language Processing with Deep Learning/18 Tackling the Limits of Deep Learning for NLP/cs224n-2017-lecture18.pdf

16.8 MB

Lecture 18 Tackling the Limits of Deep Learning for NLP.mp4

CS224n Natural Language Processing with Deep Learning/18 Tackling the Limits of Deep Learning for NLP/Lecture 18 Tackling the Limits of Deep Learning for NLP.mp4

469.85 MB

05 Backpropagation and Project Advice

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CS224n笔记5 反向传播与项目指导.url

CS224n Natural Language Processing with Deep Learning/05 Backpropagation and Project Advice/CS224n笔记5 反向传播与项目指导.url

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Bag of Tricks for Efficient Text Classification.pdf

CS224n Natural Language Processing with Deep Learning/05 Backpropagation and Project Advice/Bag of Tricks for Efficient Text Classification.pdf

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Lecture 5 Backpropagation and Project Advice.srt

CS224n Natural Language Processing with Deep Learning/05 Backpropagation and Project Advice/Lecture 5 Backpropagation and Project Advice.srt

107.93 KB

cs224n-2017-lecture5-highlight.pdf

CS224n Natural Language Processing with Deep Learning/05 Backpropagation and Project Advice/cs224n-2017-lecture5-highlight.pdf

196.62 KB

A Primer on Neural Network Models for Natural Language Processing.pdf

CS224n Natural Language Processing with Deep Learning/05 Backpropagation and Project Advice/A Primer on Neural Network Models for Natural Language Processing.pdf

701.67 KB

cs224n-2017-lecture5.pdf

CS224n Natural Language Processing with Deep Learning/05 Backpropagation and Project Advice/cs224n-2017-lecture5.pdf

3.62 MB

Lecture 5 Backpropagation and Project Advice.mp4

CS224n Natural Language Processing with Deep Learning/05 Backpropagation and Project Advice/Lecture 5 Backpropagation and Project Advice.mp4

418.75 MB

03 Advanced Word Vector Representations

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CS224n笔记3 高级词向量表示.url

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/CS224n笔记3 高级词向量表示.url

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Lecture 3 GloVe_ Global Vectors for Word Representation.srt

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/Lecture 3 GloVe_ Global Vectors for Word Representation.srt

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cs224n-2017-lecture3-highlight.pdf

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/cs224n-2017-lecture3-highlight.pdf

181.99 KB

Evaluation methods for unsupervised word embeddings.pdf

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/Evaluation methods for unsupervised word embeddings.pdf

280.05 KB

Improving Distributional Similarity with Lessons Learned from Word Embeddings.pdf

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/Improving Distributional Similarity with Lessons Learned from Word Embeddings.pdf

284.29 KB

cs224n-2017-notes2.pdf

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/cs224n-2017-notes2.pdf

469.37 KB

Linear Algebraic Structure of Word Senses, with Applications to Polysemy.pdf

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/Linear Algebraic Structure of Word Senses, with Applications to Polysemy.pdf

662.39 KB

glove.pdf

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/glove.pdf

2.5 MB

cs224n-2017-lecture3.pdf

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/cs224n-2017-lecture3.pdf

6.43 MB

Lecture 3 GloVe_ Global Vectors for Word Representation.mp4

CS224n Natural Language Processing with Deep Learning/03 Advanced Word Vector Representations/Lecture 3 GloVe_ Global Vectors for Word Representation.mp4

551.48 MB

04 Word Window Classification and Neural Networks

9 files • 380.12 MB

CS224n笔记4 Word Window分类与神经网络.url

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/CS224n笔记4 Word Window分类与神经网络.url

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Lecture 4 Word Window Classification and Neural Networks.srt

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/Lecture 4 Word Window Classification and Neural Networks.srt

107.63 KB

A Neural Probabilistic Language Model.pdf

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/A Neural Probabilistic Language Model.pdf

136.81 KB

cs224n-2017-review-differential-calculus.pdf

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/cs224n-2017-review-differential-calculus.pdf

138.96 KB

backprop_old.pdf

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/backprop_old.pdf

342.76 KB

Natural Language Processing (almost) from Scratch.pdf

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/Natural Language Processing (almost) from Scratch.pdf

370.86 KB

cs224n-2017-notes3.pdf

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/cs224n-2017-notes3.pdf

613.31 KB

cs224n-2017-lecture4.pdf

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/cs224n-2017-lecture4.pdf

3.39 MB

Lecture 4 Word Window Classification and Neural Networks.mp4

CS224n Natural Language Processing with Deep Learning/04 Word Window Classification and Neural Networks/Lecture 4 Word Window Classification and Neural Networks.mp4

375.06 MB

14 Tree Recursive Neural Networks and Constituency Parsing

9 files • 365.12 MB

CS224n笔记14 Tree RNN与短语句法分析.url

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/CS224n笔记14 Tree RNN与短语句法分析.url

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Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks.pdf

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/Improved Semantic Representations From Tree-Structured Long Short-Term Memory Networks.pdf

412.16 KB

cs224n-2017-lecture14-highlight.pdf

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/cs224n-2017-lecture14-highlight.pdf

423.3 KB

Parsing with Compositional Vector Grammars.pdf

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/Parsing with Compositional Vector Grammars.pdf

548.96 KB

Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank.pdf

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/Recursive Deep Models for Semantic Compositionality Over a Sentiment Treebank.pdf

1.25 MB

cs224n-2017-notes7.pdf

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/cs224n-2017-notes7.pdf

1.27 MB

Deep Reinforcement Learning for Dialogue Generation.pdf

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/Deep Reinforcement Learning for Dialogue Generation.pdf

5 MB

cs224n-2017-lecture14-TreeRNNs.pdf

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/cs224n-2017-lecture14-TreeRNNs.pdf

5.78 MB

Lecture 14- Tree Recursive Neural Networks and Constituency Parsing.mp4

CS224n Natural Language Processing with Deep Learning/14 Tree Recursive Neural Networks and Constituency Parsing/Lecture 14- Tree Recursive Neural Networks and Constituency Parsing.mp4

350.48 MB

Midterm Review

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cs224n-2017-gradient-notes.pdf

CS224n Natural Language Processing with Deep Learning/Midterm Review/cs224n-2017-gradient-notes.pdf

226.57 KB

cs224n-practice-midterm-2.pdf

CS224n Natural Language Processing with Deep Learning/Midterm Review/cs224n-practice-midterm-2.pdf

327.06 KB

cs224n-practice-midterm-1.pdf

CS224n Natural Language Processing with Deep Learning/Midterm Review/cs224n-practice-midterm-1.pdf

386.01 KB