Ch1: complete Overview Ch2: complete Regex, (non-)deterministic automata Ch3: Intro, 3.1, 3.2, 3.8, 3.9, 3.10, 3.11, Summary, Notes Morfology, stem, affix, form words from stems, porterstemmer, spelling, minimal edit/levehnstein Ch4: Intro, 4.1, 4.2, 4.3, 4.4, 4.5, 4.6, 4.7.intro, 4.8, 4.9, 4.10, 4.11, Summary, Notes NGrams, smoothing, perplexity, entropy Ch5: complete POS-tagging, rulebased, hmm, viterbi, table, noisy channel, noisy channel spelling Ch6: Intro, 6.1, 6.2, 6.3, 6.4, 6.5, 6.6, 6.7, 6.8, Summary, Notes hmm, forward, viterbi, forwardbackward, mem (hypothesis, iterate), Ch7: Intro, 7.1, 7.3, 7.4, Summary Phonetics, features, voicing, spectogram, IPA Ch8: complete Synthesis, (norm-phonetic-prosody-repr-make), diphone, unit selection Ch9: complete asr, cepstralfeature-model,likelihood-viterbi/codebook(distance), worderrorrate Ch12: Intro, 12.1, 12.2, 12.3, 12.4, 12.5, 12.6, 12.7.intro, 12.7.1, 12.8, Summary, Notes Grammar, CFG, sample grammars, head(most important), chomsky nf, spoken(disfl) Ch13: complete Syntax parsing, top down(cky), bottomup(early), partial(IOB) Ch14: Intro, 14.2, 14.3, 14.4, 14.5, 14.6, 14.7, 14.8, 14.9, 14.10, Summary, Notes Statistical parsing, PCFG, PCKY, rule calculation, problems, improvements, lexicalized PCFG, collins, evaluation(rec/prec), human parsing(gardenpath) Ch15: Intro, 15.1, 15.2, 15.3, 15.5.intro, 15.5.1, 15.6.intro, 15.6.1, Summary, Notes Features, unification, structures, grammar addition, typing Ch16: Intro, 16.1, 16.3, Summary Complexity, chomsky hierarchy, nl not cfg Ch17: complete Meaning, ambiguity, fologin, canonical form, inference, expressiveness. first order logic, lambda notation. event/state notation(time,aspect description subsumption Ch18: Intro, 18.1, 18.2, 18.6, Summary Computational semantics, syntax driven, idioms and compositionality Ch19: complete Lexical semantics, word sense, relations(synonym...), wordnet, roles, propbank, framenet, component analysis, metaphors Ch20: complete Computational lexical semantics, sense disambiguation, supervised method, evaluation, dictionary method(lesk), bootstrapping, similarity(thesaurus, distributional), vector distances, hyponymy, role labeling word2vec Ch21: Intro, 21.1, 21.3, 21.4, 21.5, 21.6, 21.7, Summary Computational discourse, dialogue, coherence, segmentation, reference resolution, reference phenomena, pronom anaphora resolution, coreference Ch22: complete Information extraction, named entities(rec/prec), relations ((lightly)supervised),, temporal/event(normalization, timebank) template filling (fsm,stat) Ch23: Intro, 23.1, 23.2, 23.3, 23.6, Summary question answering, summarization, information retrieval(vectorspace), factoid answering(query formulation, classification, passage retrieval, answer processing, evaluation), summarization, focussed summarization/qa Ch24: complete Dialogue, conversational agents, human conversation(turn taking, speech acts, grounding, structure, implicature), basic: dialogue system(asr, nul, ttl, dialogue manager, confirmation/rejection), ds design/evaluation, information state(dialacts) marko decision, plan based Ch25: complete Machine translation, difficulties(typology, structural divergence, lexical divergence) classical mt: vauquois triangle, direct, syntactic transfer, semantic transfer statistical mt: phrase based, alignment, IBM model, HMM alignment, EM training, decoding evaluation