[FreeCoursesOnline Me] Coursera - Natural Language Processing


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Torrent Hash : 0448A60D7DD447B48478A3ABA6FC4C076ADEE970
Torrent Added : 1 Year+ in Other - Other
Torrent Size : 1.51 GB


[FreeCoursesOnline Me] Coursera - Natural Language Processing
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Torrent File Content (89 files)


[FreeCoursesOnline.Me] Coursera - Natural Language Processing
    001.Introduction to NLP and our course
          001. About this course.mp4 -
12.59 MB

          001. About this course.srt -
3.23 KB

          002. Welcome video.mp4 -
20.05 MB

          002. Welcome video.srt -
7.25 KB

          003. Main approaches in NLP.mp4 -
30.05 MB

          003. Main approaches in NLP.srt -
9.57 KB

          004. Brief overview of the next weeks.mp4 -
26.15 MB

          004. Brief overview of the next weeks.srt -
9.51 KB

          005. [Optional] Linguistic knowledge in NLP.mp4 -
35.03 MB

          005. [Optional] Linguistic knowledge in NLP.srt -
12.73 KB

    002.How to from plain texts to their classification
          006. Text preprocessing.mp4 -
51.26 MB

          006. Text preprocessing.srt -
20.25 KB

          007. Feature extraction from text.mp4 -
48.3 MB

          007. Feature extraction from text.srt -
18.34 KB

          008. Linear models for sentiment analysis.mp4 -
36.13 MB

          008. Linear models for sentiment analysis.srt -
12.59 KB

          009. Hashing trick in spam filtering.mp4 -
61.22 MB

          009. Hashing trick in spam filtering.srt -
22.89 KB

    003.Simple deep learning for text classification
          010. Neural networks for words.mp4 -
50.67 MB

          010. Neural networks for words.srt -
19.05 KB

          011. Neural networks for characters.mp4 -
27.92 MB

          011. Neural networks for characters.srt -
10.44 KB

    004.Language modeling it's all about counting!
          012. Count! N-gram language models.mp4 -
33.9 MB

          012. Count! N-gram language models.srt -
13.53 KB

          013. Perplexity is our model surprised with a real text.mp4 -
26.78 MB

          013. Perplexity is our model surprised with a real text.srt -
10.39 KB

          014. Smoothing what if we see new n-grams.mp4 -
27.26 MB

          014. Smoothing what if we see new n-grams.srt -
9.32 KB

    005.Sequence tagging with probabilistic models
          015. Hidden Markov Models.mp4 -
49.4 MB

          015. Hidden Markov Models.srt -
16.58 KB

          016. Viterbi algorithm what are the most probable tags.mp4 -
39.28 MB

          016. Viterbi algorithm what are the most probable tags.srt -
13.04 KB

          017. MEMMs, CRFs and other sequential models for Named Entity Recognition.mp4 -
41.69 MB

          017. MEMMs, CRFs and other sequential models for Named Entity Recognition.srt -
14.5 KB

    006.Deep Learning for the same tasks
          018. Neural Language Models.mp4 -
31.48 MB

          018. Neural Language Models.srt -
11.83 KB

          019. Whether you need to predict a next word or a label - LSTM is here to help!.mp4 -
42.93 MB

          019. Whether you need to predict a next word or a label - LSTM is here to help!.srt -
14.95 KB

    007.Word and sentence embeddings
          020. Distributional semantics bee and honey vs. bee an bumblebee.mp4 -
28.26 MB

          020. Distributional semantics bee and honey vs. bee an bumblebee.srt -
11.02 KB

          021. Explicit and implicit matrix factorization.mp4 -
45.81 MB

          021. Explicit and implicit matrix factorization.srt -
15.38 KB

          022. Word2vec and doc2vec (and how to evaluate them).mp4 -
39.44 MB

          022. Word2vec and doc2vec (and how to evaluate them).srt -
12.69 KB

          023. Word analogies without magic king man + woman != queen.mp4 -
40.07 MB

          023. Word analogies without magic king man + woman != queen.srt -
12.81 KB

          024. Why words From character to sentence embeddings.mp4 -
42.76 MB

          024. Why words From character to sentence embeddings.srt -
14.64 KB

    008.Topic models
          025. Topic modeling a way to navigate through text collections.mp4 -
25.97 MB

          025. Topic modeling a way to navigate through text collections.srt -
8.9 KB



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