├── .gitignore ├── LICENSE ├── README.md ├── _master ├── slides │ ├── NLP00S-pres.tex │ ├── NLP01.bib │ ├── NLP01S-intro.tex │ ├── NLP02.bib │ ├── NLP02S-ML4NLP.tex │ ├── NLP03.bib │ ├── NLP03S-basic.tex │ ├── NLP04.bib │ ├── NLP04S-lm.tex │ ├── NLP05.bib │ ├── NLP05S-pos.tex │ ├── NLP06.bib │ ├── NLP06S-word_sem.tex │ ├── NLP07.bib │ ├── NLP07S-app.tex │ ├── makefile │ └── options.tex └── syllabus │ ├── 2023-2024_master_NLP_syllabus.tex │ ├── 2024-2025_master_NLP_syllabus.tex │ └── biblio.bib ├── course ├── KBook.cls ├── KBook.ist ├── a.01.copyright.tex ├── a.02.preface.tex ├── b.00.intro.tex ├── b.01.introNLP.tex ├── b.02.ML4NLP.tex ├── b.03.basic.tex ├── b.04.lm.tex ├── b.05.pos.tex ├── b.06.parsing.tex ├── b.07.word_sem.tex ├── b.08.sent_sem.tex ├── b.09.coref.tex ├── b.10.coherence.tex ├── b.11.app.tex ├── b.12.concl.tex ├── calls.tex ├── cite.bib ├── fonts │ ├── CrimsonText │ │ ├── CrimsonText-Bold.ttf │ │ ├── CrimsonText-BoldItalic.ttf │ │ ├── CrimsonText-Italic.ttf │ │ ├── CrimsonText-Regular.ttf │ │ └── OFL.txt │ ├── EuphoriaScript │ │ ├── EuphoriaScript-Regular.ttf │ │ └── OFL.txt │ ├── Handlee │ │ ├── Handlee-Regular.ttf │ │ └── OFL.txt │ ├── SourceCodePro │ │ ├── OFL.txt │ │ └── SourceCodePro-Bold.ttf │ └── decoratedRomanIni │ │ └── DecoratedRomanInitials.ttf ├── kendnat.bst ├── makefile └── nlp.tex ├── demos ├── CH03 │ ├── en-sent.txt │ ├── num.txt │ ├── preprocessing_java_CoreNLP.ipynb │ ├── preprocessing_java_LangPi.ipynb │ ├── preprocessing_java_OpenNLP.ipynb │ ├── preprocessing_python_NLTK.ipynb │ ├── preprocessing_python_Spacy.ipynb │ └── preprocessing_python_Tokenizers.ipynb └── README.md ├── extra ├── aakpract │ └── aakpract.cls ├── beamer │ ├── beamercolorthemekviolet.sty │ ├── beamerfontthemekfont.sty │ ├── beamerinnerthemekborders.sty │ ├── beamerouterthemekborders.sty │ ├── beamerthemeKarimnlp.sty │ └── karimnlp.sty ├── logo │ ├── esi-logo.png │ ├── esi.nlp-logo.png │ ├── esi.nlp.svg │ ├── esi.nlp.v1.svg │ ├── esi.nlp.v2.svg │ └── lcsi-logo.png └── syllabus │ ├── 2023-2024_NLP_syllabus.tex │ └── biblio.bib ├── img ├── app │ ├── ASR-DFT-exp.svg │ ├── ASR-classif.svg │ ├── ASR-mel-exp.svg │ ├── ASR-rec-exp.svg │ ├── ASR-windowing-exp.svg │ ├── ASR-windowing2-exp.svg │ ├── ATS-2015-rush-al-arch.svg │ ├── ATS-2015-rush-al-exp.svg │ ├── ATS-btm-daumeiii.svg │ ├── ATS-classif.svg │ ├── ATS-gc-archi.svg │ ├── ATS-ml2es-archi.svg │ ├── ATS-narayan-al.svg │ ├── ATS-paice-template.svg │ ├── ATS-tcc-arch.svg │ ├── DS-chatbot-encdec-exp.svg │ ├── DS-classif.svg │ ├── DS-dialog-arch.svg │ ├── DS-dialog-fill-exp.svg │ ├── DS-frame-parse-exp.svg │ ├── MT-Interlingua.svg │ ├── MT-apertium-arch.svg │ ├── MT-classif.svg │ ├── MT-googlet.svg │ ├── MT-kantoo-arch.svg │ ├── MT-opennmt.svg │ ├── MT-transfer-exp.svg │ ├── QA-IR.svg │ ├── QA-T5.svg │ ├── QA-bert-exp.svg │ ├── QA-bilstm-exp.svg │ ├── QA-classif.svg │ ├── Readability-ML.svg │ ├── Readability-classif.svg │ ├── SA-bettiche-al.svg │ ├── SA-classif.svg │ ├── SA-guellil-al.svg │ ├── TTS-arch.svg │ ├── TTS-classif.svg │ ├── app-mt01.svg │ └── humor │ │ ├── humor-ASR.jpg │ │ ├── humor-QR1.jpg │ │ ├── humor-QR2.jpeg │ │ ├── humor-QR3.jpeg │ │ ├── humor-TTS.jpg │ │ ├── humor-chatbots1.jpeg │ │ ├── humor-chatbots2.jpeg │ │ ├── humor-readability1.jpg │ │ ├── humor-sentiment.jpg │ │ ├── humor-summarize1.jpg │ │ ├── humor-summarize2.jpg │ │ ├── humor-translation1.jpg │ │ └── humor-translation2.jpeg ├── basic │ ├── SBD-basicML.svg │ └── humor │ │ ├── humor-formation.jpg │ │ ├── humor-regex.jpg │ │ ├── humor-segmentation.jpg │ │ ├── humor-spell.jpg │ │ ├── humor-spell1.jpg │ │ ├── humor-spell2.jpg │ │ ├── humor-stemming.jpeg │ │ ├── humor-stopwords.jpg │ │ └── humor-tokenization.png ├── coherence │ ├── EDU_seg.svg │ ├── PDTB_exp.svg │ ├── RST-transitions.svg │ ├── RST-tree.svg │ ├── RST_exp.svg │ └── humor │ │ ├── humor1.jpg │ │ ├── humor2.jpg │ │ └── humor3.png ├── coref │ ├── coref-arch.svg │ ├── humor │ │ ├── humor-ref.jpg │ │ └── humor-res.jpg │ ├── mention-detection-arch.svg │ ├── mention-pair-exp.svg │ └── mention-rank-exp.svg ├── intro │ ├── IPA2020_.pdf │ ├── NLP.svg │ ├── const_gram.svg │ ├── dep_gram_.pdf │ ├── exp.ATS.png │ ├── exp.MT.png │ ├── exp.QR.png │ ├── exp.chatbot.png │ ├── exp.meme.png │ ├── history.svg │ ├── humor │ │ ├── humor-ethics.jpg │ │ ├── humor-phonetics.jpg │ │ ├── humor-pragmatics.jpg │ │ ├── humor-semantics.jpg │ │ ├── humor-syntax.jpg │ │ └── humor.jpg │ ├── levels.svg │ ├── pragmatics.svg │ └── vocaltract.svg ├── licence │ ├── FreeCulturalWorks_seal_x2.jpg │ ├── attribution_icon_white_x2.png │ ├── cc-by.png │ └── cc_icon_white_x2.png ├── lm │ ├── humor │ │ ├── humor-lm.png │ │ └── humor-ngram.png │ ├── mlp-model.svg │ └── rnn-model.svg ├── misc │ ├── aak.jpg │ └── cover.jpg ├── ml4nlp │ ├── conv1d.svg │ ├── gpt-arch_.pdf │ ├── humor │ │ ├── humor-conv2d.png │ │ ├── humor-multi-attention.jpg │ │ ├── humor-nn.jpg │ │ ├── humor-rnn.jpg │ │ ├── humor-tradutional_ml.jpg │ │ └── humor-transformer.png │ ├── past │ │ ├── AE-noise.svg │ │ ├── AE-var.svg │ │ ├── AE.svg │ │ ├── GRU.svg │ │ ├── J.svg │ │ ├── LR_bin_arch.svg │ │ ├── LR_multi_arch.svg │ │ ├── LSTM.svg │ │ ├── NN.svg │ │ ├── RNN.svg │ │ ├── RNN1p.svg │ │ ├── RNN1p_exp.svg │ │ ├── RNNp1.svg │ │ ├── RNNpp1.svg │ │ ├── RNNpp1_exp.svg │ │ ├── RNNpp2.svg │ │ ├── RNPA-exp.svg │ │ ├── RNPA.svg │ │ ├── SVM_dual.svg │ │ ├── SVM_primal.svg │ │ ├── aneuron.svg │ │ ├── attention.svg │ │ ├── attention_exp.svg │ │ ├── attention_intro.svg │ │ ├── bart-arch1_.pdf │ │ ├── bart-arch2_.pdf │ │ ├── bi-rnn_exp.svg │ │ ├── conv.svg │ │ ├── conv2D_imlp.svg │ │ ├── conv2d.svg │ │ ├── exp_DT.svg │ │ ├── exp_binary.svg │ │ ├── exp_multiclass.svg │ │ ├── grades_LR.png │ │ ├── houses_LR.png │ │ ├── img-learn.svg │ │ ├── maxpool.svg │ │ ├── multi_LR.svg │ │ ├── multi_head_att_.pdf │ │ ├── pool2D_imlp.svg │ │ ├── self-attention_exp.svg │ │ ├── seq2seq_att_exp.svg │ │ ├── seq2seq_exp.svg │ │ ├── text_class_trad_exp.back.svg │ │ ├── transformers.svg │ │ └── transformers_.pdf │ ├── perceptron.svg │ ├── seq_class_RNN_exp.svg │ ├── t5-arch_.pdf │ ├── text_class_CNN_exp.svg │ ├── text_class_RNN_exp.svg │ ├── text_class_bert_exp.svg │ ├── text_class_trad_exp.svg │ ├── text_emb_exp.svg │ ├── text_gen_CNN_exp.svg │ ├── text_gen_MLP_exp.svg │ ├── text_gen_RNNGAN_exp_.pdf │ ├── text_gen_RNN_exp.svg │ ├── text_seq_CNN_exp.svg │ └── text_seq_bert_exp.svg ├── parsing │ ├── cfg-ambiguous1.svg │ ├── cfg-ambiguous2.svg │ ├── exp-graph-parsing.svg │ ├── exp-graph.svg │ ├── graph.svg │ ├── humor │ │ ├── humor-ambiguity.jpg │ │ ├── humor-chomsky.jpg │ │ └── humor-parse.jpg │ └── transitions.svg ├── pos │ ├── exp-ner2_.pdf │ ├── exp-pos2_.pdf │ ├── humor │ │ ├── humor-identify.jpg │ │ ├── humor-learn.jpg │ │ └── humor-pos.jpg │ ├── rnn-bi.svg │ ├── rnn-char.svg │ ├── rnn-simple.svg │ ├── rnn-stack.svg │ └── transformers.svg ├── sent-sem │ ├── Kalyanpur2020_.pdf │ ├── SynG2G-Tr_.pdf │ ├── amr-graph-exp.svg │ ├── exp-srl_.pdf │ ├── frameNet-logo.jpg │ ├── humor │ │ ├── chatgpt-solvr.png │ │ ├── humor-FOL.jpeg │ │ ├── humor-ambiguity.jpeg │ │ └── humor-sens.jpg │ ├── sem-qtree.svg │ ├── sem-tree.svg │ ├── srl-lstm.svg │ └── srl-tree.svg └── word-sem │ ├── Bert-img.png │ ├── Elmo-img.jpg │ ├── babelnet.svg │ ├── bert-arch.svg │ ├── bert-tasks.svg │ ├── elmo-arch.svg │ ├── exp-bd-lex.svg │ ├── exp-cos.svg │ ├── exp-wsd-nn.svg │ ├── glove.svg │ ├── humor │ ├── humor-bert.jpg │ ├── humor-elmo.png │ └── humor-embeddings.jpeg │ ├── wn-exp.svg │ ├── word2vec-cbow.svg │ └── word2vec-skip.svg ├── labs ├── 2223 │ ├── Lab01_Naive_spellchecker │ │ ├── Lab01_python │ │ │ ├── data │ │ │ │ ├── eng.dict │ │ │ │ ├── eng.idx1 │ │ │ │ ├── eng.idx2 │ │ │ │ └── index.py │ │ │ └── spellchecker_.py │ │ ├── NLP_Lab01_spellchecker.tex │ │ └── NLP_Lab01_spellchecker.zip │ ├── Lab02_lang-detect │ │ ├── Lab02_python │ │ │ ├── data │ │ │ │ ├── ar.train │ │ │ │ ├── en.train │ │ │ │ ├── es.train │ │ │ │ ├── fa.train │ │ │ │ ├── fr.train │ │ │ │ ├── it.train │ │ │ │ ├── kab.train │ │ │ │ ├── lang.eval │ │ │ │ └── ur.train │ │ │ └── langdetect_.py │ │ └── NLP_Lab02_lang-detect.tex │ ├── Lab03_parsing │ │ ├── Lab03_python │ │ │ ├── data │ │ │ │ ├── gram1.txt │ │ │ │ ├── pos_test.txt │ │ │ │ ├── pos_univ_test.txt │ │ │ │ └── pos_univ_train.txt │ │ │ └── parsing_.py │ │ └── NLP_Lab03_parsing.tex │ └── Lab04_plagiarism │ │ ├── Lab04_python.zip │ │ ├── Lab04_python │ │ ├── _plagiarism.py │ │ └── data │ │ │ ├── test1.txt │ │ │ ├── test2.txt │ │ │ └── train.txt │ │ ├── Lab4.png │ │ └── NLP_Lab04_plagiarism.tex ├── 2324 │ ├── Lab01-Tweets_similarity │ │ ├── Lab01_python │ │ │ ├── DZtweets.txt │ │ │ └── tweetsim_starter.py │ │ └── NLP_Lab01_tweets-sim.tex │ ├── Lab02-Tweets_grammaticality │ │ ├── Lab02_python │ │ │ ├── DZtweets.txt │ │ │ ├── tweetsim_starter.py │ │ │ └── words.txt │ │ └── NLP_Lab02_tweets-gramm.tex │ └── Lab03-Sentence_similarity │ │ ├── Lab03_python │ │ ├── DZtweets.txt │ │ ├── encoding_starter.py │ │ └── words.txt │ │ ├── NLP_Lab03_sentsim.tex │ │ └── lab03.png └── 2425 │ ├── Lab01_ie │ ├── NLP_Lab01_ie.tex │ └── NLP_lab01 │ │ ├── contacts.py │ │ ├── ie.py │ │ ├── tst_data │ │ ├── airalgerie.html │ │ ├── and.html │ │ ├── atrst.html │ │ ├── condor.html │ │ ├── enp-constantine.html │ │ ├── esaa.html │ │ ├── lexpression.html │ │ └── ref.txt │ │ └── val_data │ │ ├── algerietelecom.html │ │ ├── asal.html │ │ ├── caar.html │ │ ├── crbt.html │ │ ├── ensh.html │ │ ├── esi.html │ │ ├── lesoirdalgerie.html │ │ └── ref.txt │ ├── Lab02_syntax │ ├── NLP_Lab02_syntax.tex │ └── NLP_lab02 │ │ ├── data │ │ ├── gram1.txt │ │ ├── syntax_generate_node.py │ │ └── test1.txt │ │ └── syntax.py │ ├── Lab03_embedding │ ├── Lab03_python │ │ ├── myapi │ │ │ ├── __init__.py │ │ │ ├── layers_starter.py │ │ │ ├── mat_func.py │ │ │ └── vec_func.py │ │ └── test │ │ │ ├── attention_u.py │ │ │ ├── embedding_u.py │ │ │ └── norm_u.py │ ├── NLP_Lab03_embedding.tex │ └── img │ │ ├── class.xmi │ │ └── xmi.css │ └── Lab04_bert │ ├── NLP_Lab04_bert.tex │ ├── NLP_Lab04_bert_python │ ├── mybert │ │ ├── __init__.py │ │ ├── bert_starter.py │ │ ├── layers.py │ │ ├── mat_func.py │ │ └── vec_func.py │ └── test │ │ ├── attention_u.py │ │ ├── bert_u.py │ │ ├── embedding_u.py │ │ ├── lin_u.py │ │ ├── mat_func_u.py │ │ ├── norm_u.py │ │ └── vec_func_u.py │ └── img │ ├── bert-arch.svg │ ├── class.xmi │ ├── encoder_block_.pdf │ ├── multi_head_att2_.pdf │ └── xmi.css ├── pres ├── NLP00Lect-presentation.tex ├── NLP01.bib ├── NLP01Lect-introduction.tex ├── NLP02.bib ├── NLP02Lect-ML4NLP.tex ├── NLP02Lect-ML4NLP_past.tex ├── NLP03.bib ├── NLP03Lect-basic.tex ├── NLP04.bib ├── NLP04Lect-lm.tex ├── NLP05.bib ├── NLP05Lect-pos.tex ├── NLP06.bib ├── NLP06Lect-parsing.tex ├── NLP07.bib ├── NLP07Lect-word_sem.tex ├── NLP08.bib ├── NLP08Lect-sent_sem.tex ├── NLP09.bib ├── NLP09Lect-coref.tex ├── NLP10.bib ├── NLP10Lect-coherence.tex ├── NLP11.bib ├── NLP11Lect-app.tex ├── makefile ├── options.tex └── text.txt ├── tutos ├── 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