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001.Introduction to NLP and our course/001. About this course.mp4
12.59MB
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001.Introduction to NLP and our course/001. About this course.srt
3.23KB
001.Introduction to NLP and our course/002. Welcome video.mp4
20.05MB
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001.Introduction to NLP and our course/002. Welcome video.srt
7.25KB
001.Introduction to NLP and our course/003. Main approaches in NLP.mp4
30.05MB
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001.Introduction to NLP and our course/003. Main approaches in NLP.srt
9.57KB
001.Introduction to NLP and our course/004. Brief overview of the next weeks.mp4
26.15MB
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001.Introduction to NLP and our course/004. Brief overview of the next weeks.srt
9.51KB
001.Introduction to NLP and our course/005. [Optional] Linguistic knowledge in NLP.mp4
35.03MB
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001.Introduction to NLP and our course/005. [Optional] Linguistic knowledge in NLP.srt
12.73KB
002.How to from plain texts to their classification/006. Text preprocessing.mp4
51.26MB
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002.How to from plain texts to their classification/006. Text preprocessing.srt
20.25KB
002.How to from plain texts to their classification/007. Feature extraction from text.mp4
48.3MB
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002.How to from plain texts to their classification/007. Feature extraction from text.srt
18.34KB
002.How to from plain texts to their classification/008. Linear models for sentiment analysis.mp4
36.13MB
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002.How to from plain texts to their classification/008. Linear models for sentiment analysis.srt
12.59KB
002.How to from plain texts to their classification/009. Hashing trick in spam filtering.mp4
61.22MB
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002.How to from plain texts to their classification/009. Hashing trick in spam filtering.srt
22.89KB
003.Simple deep learning for text classification/010. Neural networks for words.mp4
50.67MB
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003.Simple deep learning for text classification/010. Neural networks for words.srt
19.05KB
003.Simple deep learning for text classification/011. Neural networks for characters.mp4
27.92MB
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003.Simple deep learning for text classification/011. Neural networks for characters.srt
10.44KB
004.Language modeling it's all about counting!/012. Count! N-gram language models.mp4
33.9MB
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004.Language modeling it's all about counting!/012. Count! N-gram language models.srt
13.53KB
004.Language modeling it's all about counting!/013. Perplexity is our model surprised with a real text.mp4
26.78MB
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004.Language modeling it's all about counting!/013. Perplexity is our model surprised with a real text.srt
10.39KB
004.Language modeling it's all about counting!/014. Smoothing what if we see new n-grams.mp4
27.26MB
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004.Language modeling it's all about counting!/014. Smoothing what if we see new n-grams.srt
9.32KB
005.Sequence tagging with probabilistic models/015. Hidden Markov Models.mp4
49.4MB
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005.Sequence tagging with probabilistic models/015. Hidden Markov Models.srt
16.58KB
005.Sequence tagging with probabilistic models/016. Viterbi algorithm what are the most probable tags.mp4
39.28MB
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005.Sequence tagging with probabilistic models/016. Viterbi algorithm what are the most probable tags.srt
13.04KB
005.Sequence tagging with probabilistic models/017. MEMMs, CRFs and other sequential models for Named Entity Recognition.mp4
41.69MB
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005.Sequence tagging with probabilistic models/017. MEMMs, CRFs and other sequential models for Named Entity Recognition.srt
14.5KB
006.Deep Learning for the same tasks/018. Neural Language Models.mp4
31.48MB
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006.Deep Learning for the same tasks/018. Neural Language Models.srt
11.83KB
006.Deep Learning for the same tasks/019. Whether you need to predict a next word or a label - LSTM is here to help!.mp4
42.93MB
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006.Deep Learning for the same tasks/019. Whether you need to predict a next word or a label - LSTM is here to help!.srt
14.95KB
007.Word and sentence embeddings/020. Distributional semantics bee and honey vs. bee an bumblebee.mp4
28.26MB
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007.Word and sentence embeddings/020. Distributional semantics bee and honey vs. bee an bumblebee.srt
11.02KB
007.Word and sentence embeddings/021. Explicit and implicit matrix factorization.mp4
45.81MB
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007.Word and sentence embeddings/021. Explicit and implicit matrix factorization.srt
15.38KB
007.Word and sentence embeddings/022. Word2vec and doc2vec (and how to evaluate them).mp4
39.44MB
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007.Word and sentence embeddings/022. Word2vec and doc2vec (and how to evaluate them).srt
12.69KB
007.Word and sentence embeddings/023. Word analogies without magic king man + woman != queen.mp4
40.07MB
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007.Word and sentence embeddings/023. Word analogies without magic king man + woman != queen.srt
12.81KB
007.Word and sentence embeddings/024. Why words From character to sentence embeddings.mp4
42.76MB
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007.Word and sentence embeddings/024. Why words From character to sentence embeddings.srt
14.64KB
008.Topic models/025. Topic modeling a way to navigate through text collections.mp4
25.97MB
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008.Topic models/025. Topic modeling a way to navigate through text collections.srt
8.9KB
008.Topic models/026. How to train PLSA.mp4
23.52MB
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008.Topic models/026. How to train PLSA.srt
8.62KB
008.Topic models/027. The zoo of topic models.mp4
51.26MB
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008.Topic models/027. The zoo of topic models.srt
16.87KB
009.Statistical Machine Translation/028. Introduction to Machine Translation.mp4
57.14MB
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009.Statistical Machine Translation/028. Introduction to Machine Translation.srt
18.81KB
009.Statistical Machine Translation/029. Noisy channel said in English, received in French.mp4
21.66MB
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009.Statistical Machine Translation/029. Noisy channel said in English, received in French.srt
7.55KB
009.Statistical Machine Translation/030. Word Alignment Models.mp4
43.09MB
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009.Statistical Machine Translation/030. Word Alignment Models.srt
15.41KB
010.Encoder-decoder-attention arhitecture/031. Encoder-decoder architecture.mp4
22.4MB
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010.Encoder-decoder-attention arhitecture/031. Encoder-decoder architecture.srt
8.08KB
010.Encoder-decoder-attention arhitecture/032. Attention mechanism.mp4
31.18MB
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010.Encoder-decoder-attention arhitecture/032. Attention mechanism.srt
12.09KB
010.Encoder-decoder-attention arhitecture/033. How to deal with a vocabulary.mp4
40.07MB
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010.Encoder-decoder-attention arhitecture/033. How to deal with a vocabulary.srt
14.5KB
010.Encoder-decoder-attention arhitecture/034. How to implement a conversational chat-bot.mp4
38.18MB
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010.Encoder-decoder-attention arhitecture/034. How to implement a conversational chat-bot.srt
14.17KB
011.Summarization and simplification tasks/035. Sequence to sequence learning one-size fits all.mp4
36.74MB
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011.Summarization and simplification tasks/035. Sequence to sequence learning one-size fits all.srt
13.4KB
011.Summarization and simplification tasks/036. Get to the point! Summarization with pointer-generator networks.mp4
41.02MB
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011.Summarization and simplification tasks/036. Get to the point! Summarization with pointer-generator networks.srt
15.32KB
012.Natural Language Understanding (NLU)/037. Task-oriented dialog systems.mp4
42.26MB
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012.Natural Language Understanding (NLU)/037. Task-oriented dialog systems.srt
17.14KB
012.Natural Language Understanding (NLU)/038. Intent classifier and slot tagger (NLU).mp4
47.95MB
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012.Natural Language Understanding (NLU)/038. Intent classifier and slot tagger (NLU).srt
18.47KB
012.Natural Language Understanding (NLU)/039. Adding context to NLU.mp4
17.07MB
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012.Natural Language Understanding (NLU)/039. Adding context to NLU.srt
6.89KB
012.Natural Language Understanding (NLU)/040. Adding lexicon to NLU.mp4
28.37MB
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012.Natural Language Understanding (NLU)/040. Adding lexicon to NLU.srt
10.04KB
013.Dialog Manager (DM)/041. State tracking in DM.mp4
44.94MB
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013.Dialog Manager (DM)/041. State tracking in DM.srt
17.5KB
013.Dialog Manager (DM)/042. Policy optimisation in DM.mp4
27.08MB
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013.Dialog Manager (DM)/042. Policy optimisation in DM.srt
10.06KB
013.Dialog Manager (DM)/043. Final remarks.mp4
21.62MB
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013.Dialog Manager (DM)/043. Final remarks.srt
7.42KB
[FreeCoursesOnline.Me].url
133B
[FreeTutorials.Us].url
119B
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