Natural Language Processing · M2 · about
Video companions in your NotebookLM
Portion, paper pattern & sources
NLP · M2 and TEE · edition 3 October 2026
Your M2 notebook contains the exact three slide ranges and checked numerical teaching examples. The requested video topics are N-grams and Laplace smoothing, HMM/Viterbi, and Naive Bayes WSD. Use the written solutions here for the complete calculations.
The notebook is in your signed-in Google account. Video generation and availability are shown in its Studio panel. Generated narration is a supplementary explanation; the numerical results in this guide have been independently checked.
Complete video catalog
- updated_utc
- 2026-10-10T11:17:01.698545+00:00
- notebooks
- m2
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- tee
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- lesson_map
- m2
- foundations/language
- nlp-m2-01-foundations-counts-probability
- foundations/notation
- nlp-m2-01-foundations-counts-probability
- foundations/probability
- nlp-m2-01-foundations-counts-probability
- m2-language-models/words-counts-probability
- nlp-m2-01-foundations-counts-probability
- foundations/bayes
- nlp-m2-02-bayes-generative-discriminative
- m2-pos-tagging/generative-discriminative
- nlp-m2-02-bayes-generative-discriminative
- m2-language-models/n-grams-construction
- nlp-m2-03-ngrams-language-models
- m2-language-models/collocations-and-lm
- nlp-m2-03-ngrams-language-models
- m2-language-models/chain-rule-markov
- nlp-m2-03-ngrams-language-models
- m2-count-to-probability/unigram-estimation
- nlp-m2-03-ngrams-language-models
- m2-count-to-probability/bigram-count-table
- nlp-m2-04-bigram-trigram-tables
- m2-count-to-probability/trigram-estimation
- nlp-m2-04-bigram-trigram-tables
- m2-count-to-probability/class-count-table-questions
- nlp-m2-04-bigram-trigram-tables
- m2-evaluation-smoothing/laplace-basics
- nlp-m2-05-laplace-smoothing-discount
- m2-evaluation-smoothing/smoothed-sentence
- nlp-m2-05-laplace-smoothing-discount
- m2-evaluation-smoothing/adjusted-count-discount
- nlp-m2-05-laplace-smoothing-discount
- m2-evaluation-smoothing/evaluation-perplexity
- nlp-m2-06-perplexity-logs-calculator
- m2-evaluation-smoothing/log-probabilities
- nlp-m2-06-perplexity-logs-calculator
- m2-evaluation-smoothing/class-perplexity-characters
- nlp-m2-06-perplexity-logs-calculator
- foundations/calculator
- nlp-m2-06-perplexity-logs-calculator
- m2-pos-tagging/word-classes-pos
- nlp-m2-07-pos-tags-tagger-methods
- m2-pos-tagging/tagger-methods
- nlp-m2-07-pos-tags-tagger-methods
- m2-hmm/markov-chain
- nlp-m2-08-markov-hmm-components
- m2-hmm/hmm-components
- nlp-m2-08-markov-hmm-components
- m2-hmm/transition-emission-estimation
- nlp-m2-08-markov-hmm-components
- m2-hmm/hot-cold-paths
- nlp-m2-09-hmm-joint-paths
- m2-hmm/tagging-corpus-case
- nlp-m2-09-hmm-joint-paths
- m2-hmm-decoding/joint-vs-posterior
- nlp-m2-09-hmm-joint-paths
- m2-hmm-decoding/sequence-count
- nlp-m2-10-viterbi-decoding
- m2-hmm-decoding/viterbi-explained
- nlp-m2-10-viterbi-decoding
- m2-chunks-grammar/chunking-chinking
- nlp-m2-11-chunking-chinking
- m2-chunks-grammar/cfg-foundation
- nlp-m2-12-cfg-top-down-parsing
- m2-chunks-grammar/structural-ambiguity
- nlp-m2-12-cfg-top-down-parsing
- m2-parsing/top-down-theory
- nlp-m2-12-cfg-top-down-parsing
- m2-parsing/top-down-examples
- nlp-m2-12-cfg-top-down-parsing
- m2-parsing/shift-reduce-theory
- nlp-m2-13-bottom-up-shift-reduce
- m2-parsing/shift-reduce-examples
- nlp-m2-13-bottom-up-shift-reduce
- m2-ner/ner-definition
- nlp-m2-14-named-entity-recognition
- m2-ner/ner-approaches
- nlp-m2-14-named-entity-recognition
- m2-ner/ner-worked-examples
- nlp-m2-14-named-entity-recognition
- u5-meaning/u5-words
- nlp-m2-15-lexical-meaning-wordnet
- u5-meaning/u5-relations
- nlp-m2-15-lexical-meaning-wordnet
- u5-meaning/u5-wordnet
- nlp-m2-15-lexical-meaning-wordnet
- u5-wsd/u5-wsd-basics
- nlp-m2-16-lesk-wsd
- u5-wsd/u5-lesk
- nlp-m2-16-lesk-wsd
- u5-wsd/u5-walker
- nlp-m2-17-walker-graph-wsd
- u5-wsd/u5-graph
- nlp-m2-17-walker-graph-wsd
- u5-naive-bayes/u5-bayes-meaning
- nlp-m2-18-naive-bayes-wsd
- u5-naive-bayes/u5-bayes-steps
- nlp-m2-18-naive-bayes-wsd
- u5-naive-bayes/u5-bayes-mam
- nlp-m2-18-naive-bayes-wsd
- u5-naive-bayes/u5-bayes-practice
- nlp-m2-18-naive-bayes-wsd
- tee
- foundations/language
- nlp-m2-01-foundations-counts-probability
- foundations/notation
- nlp-m2-01-foundations-counts-probability
- foundations/probability
- nlp-m2-01-foundations-counts-probability
- m2-language-models/words-counts-probability
- nlp-m2-01-foundations-counts-probability
- foundations/bayes
- nlp-m2-02-bayes-generative-discriminative
- m2-pos-tagging/generative-discriminative
- nlp-m2-02-bayes-generative-discriminative
- m2-language-models/n-grams-construction
- nlp-m2-03-ngrams-language-models
- m2-language-models/collocations-and-lm
- nlp-m2-03-ngrams-language-models
- m2-language-models/chain-rule-markov
- nlp-m2-03-ngrams-language-models
- m2-count-to-probability/unigram-estimation
- nlp-m2-03-ngrams-language-models
- m2-count-to-probability/bigram-count-table
- nlp-m2-04-bigram-trigram-tables
- m2-count-to-probability/trigram-estimation
- nlp-m2-04-bigram-trigram-tables
- m2-count-to-probability/class-count-table-questions
- nlp-m2-04-bigram-trigram-tables
- m2-evaluation-smoothing/laplace-basics
- nlp-m2-05-laplace-smoothing-discount
- m2-evaluation-smoothing/smoothed-sentence
- nlp-m2-05-laplace-smoothing-discount
- m2-evaluation-smoothing/adjusted-count-discount
- nlp-m2-05-laplace-smoothing-discount
- m2-evaluation-smoothing/evaluation-perplexity
- nlp-m2-06-perplexity-logs-calculator
- m2-evaluation-smoothing/log-probabilities
- nlp-m2-06-perplexity-logs-calculator
- m2-evaluation-smoothing/class-perplexity-characters
- nlp-m2-06-perplexity-logs-calculator
- foundations/calculator
- nlp-m2-06-perplexity-logs-calculator
- m2-pos-tagging/word-classes-pos
- nlp-m2-07-pos-tags-tagger-methods
- m2-pos-tagging/tagger-methods
- nlp-m2-07-pos-tags-tagger-methods
- m2-hmm/markov-chain
- nlp-m2-08-markov-hmm-components
- m2-hmm/hmm-components
- nlp-m2-08-markov-hmm-components
- m2-hmm/transition-emission-estimation
- nlp-m2-08-markov-hmm-components
- m2-hmm/hot-cold-paths
- nlp-m2-09-hmm-joint-paths
- m2-hmm/tagging-corpus-case
- nlp-m2-09-hmm-joint-paths
- m2-hmm-decoding/joint-vs-posterior
- nlp-m2-09-hmm-joint-paths
- m2-hmm-decoding/sequence-count
- nlp-m2-10-viterbi-decoding
- m2-hmm-decoding/viterbi-explained
- nlp-m2-10-viterbi-decoding
- m2-chunks-grammar/chunking-chinking
- nlp-m2-11-chunking-chinking
- m2-chunks-grammar/cfg-foundation
- nlp-m2-12-cfg-top-down-parsing
- m2-chunks-grammar/structural-ambiguity
- nlp-m2-12-cfg-top-down-parsing
- m2-parsing/top-down-theory
- nlp-m2-12-cfg-top-down-parsing
- m2-parsing/top-down-examples
- nlp-m2-12-cfg-top-down-parsing
- m2-parsing/shift-reduce-theory
- nlp-m2-13-bottom-up-shift-reduce
- m2-parsing/shift-reduce-examples
- nlp-m2-13-bottom-up-shift-reduce
- m2-ner/ner-definition
- nlp-m2-14-named-entity-recognition
- m2-ner/ner-approaches
- nlp-m2-14-named-entity-recognition
- m2-ner/ner-worked-examples
- nlp-m2-14-named-entity-recognition
- u5-meaning/u5-words
- nlp-m2-15-lexical-meaning-wordnet
- u5-meaning/u5-relations
- nlp-m2-15-lexical-meaning-wordnet
- u5-meaning/u5-wordnet
- nlp-m2-15-lexical-meaning-wordnet
- u5-wsd/u5-wsd-basics
- nlp-m2-16-lesk-wsd
- u5-wsd/u5-lesk
- nlp-m2-16-lesk-wsd
- u5-wsd/u5-walker
- nlp-m2-17-walker-graph-wsd
- u5-wsd/u5-graph
- nlp-m2-17-walker-graph-wsd
- u5-naive-bayes/u5-bayes-meaning
- nlp-m2-18-naive-bayes-wsd
- u5-naive-bayes/u5-bayes-steps
- nlp-m2-18-naive-bayes-wsd
- u5-naive-bayes/u5-bayes-mam
- nlp-m2-18-naive-bayes-wsd
- u5-naive-bayes/u5-bayes-practice
- nlp-m2-18-naive-bayes-wsd
- u1-introduction/u1-nlp
- tee-01
- u1-introduction/u1-language
- tee-01
- u1-introduction/u1-approaches
- tee-01
- u1-introduction/u1-nlu-nlg
- tee-02
- u1-introduction/u1-pipeline
- tee-02
- u1-introduction/u1-challenges
- tee-02
- u2-preprocess/u2-tokenize
- tee-03
- u2-preprocess/u2-normalization
- tee-03
- u2-preprocess/u2-stem-lemma
- tee-03
- u2-preprocess/u2-ttr
- tee-03
- u2-representation/u2-vocab
- tee-04
- u2-representation/u2-label-onehot
- tee-04
- u2-representation/u2-bow
- tee-04
- u2-representation/u2-tfidf
- tee-05
- u2-similarity/u2-cosine
- tee-05
- u2-representation/u2-slide-combined
- tee-05
- u2-similarity/u2-jaccard
- tee-06
- u2-similarity/u2-distances
- tee-06
- u2-similarity/u2-choice
- tee-06
- u3-corpora/u3-corpus
- tee-07
- u3-corpora/u3-types
- tee-07
- u3-corpora/u3-access
- tee-07
- u3-corpora/u3-resources
- tee-07
- u3-corpora/u3-acquisition
- tee-07
- u3-corpora/u3-links
- tee-07
- u3-regex/regex-language
- tee-08
- u3-regex/regex-functions
- tee-08
- u3-regex/regex-worked
- tee-08
- u3-regex/regex-reference
- tee-08
- u5-vectors/u5-distribution
- tee-09
- u5-vectors/u5-representation
- tee-09
- u5-vectors/u5-sentence
- tee-09
- u5-vectors/u5-word2vec
- tee-10
- u5-glove/u5-glove-theory
- tee-11
- u5-glove/u5-glove-loss
- tee-11
- u6/reference
- tee-12
- u6/resolution
- tee-12
- u6/hobbs
- tee-13
- u7/classification
- tee-14
- u7/sentiment
- tee-14
- u7/evaluation
- tee-14
- u7/spelling
- tee-15
- u7/translation
- tee-16
- u7/qa
- tee-17
- u7/extraction
- tee-18
- u7/retrieval
- tee-18
- written_only
- m2
- tee
- u3-smoothing-extensions/add-k
- This worked lesson was added after the video plan. No matching video has been generated or reviewed.
- u3-smoothing-extensions/interpolation
- This worked lesson was added after the video plan. No matching video has been generated or reviewed.
- u3-smoothing-extensions/stupid-backoff
- This worked lesson was added after the video plan. No matching video has been generated or reviewed.
- u4-forward-cky/forward-probability
- This worked lesson was added after the video plan. No matching video has been generated or reviewed.
- u4-forward-cky/cnf
- This worked lesson was added after the video plan. No matching video has been generated or reviewed.
- u4-forward-cky/cky
- This worked lesson was added after the video plan. No matching video has been generated or reviewed.
- service_limit
- status
- blocked
- reset_local
- 2026-10-03T22:06:00+05:30
- second_account_reset_local
- 2026-10-03T22:51:00+05:30
- remaining_not_submitted
- 12
M2 01 — NLP basics, counts and conditional probability
- id
- nlp-m2-01-foundations-counts-probability
- title
- M2 01 — NLP basics, counts and conditional probability
- title_confirmed
- false
- topic_title
- NLP basics, counts and conditional probability
- mode
- m2
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Bayes Rule & Models
- id
- nlp-m2-02-bayes-generative-discriminative
- title
- Bayes Rule & Models
- title_confirmed
- true
- topic_title
- Bayes rule and generative versus discriminative models
- mode
- m2
- kind
- focused
- status
- available
- duration
- 10:51
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 03: N-grams & Unigrams
- id
- nlp-m2-03-ngrams-language-models
- title
- NLP M2 03: N-grams & Unigrams
- title_confirmed
- true
- topic_title
- N-grams, chain rule and unigram models
- mode
- m2
- kind
- focused
- status
- available
- duration
- 9:52
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Bigram & Trigram Probs
- id
- nlp-m2-04-bigram-trigram-tables
- title
- Bigram & Trigram Probs
- title_confirmed
- true
- topic_title
- Build bigram and trigram probabilities from a corpus
- mode
- m2
- kind
- focused
- status
- available
- duration
- 10:05
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 05: Laplace Smoothing
- id
- nlp-m2-05-laplace-smoothing-discount
- title
- M2 05: Laplace Smoothing
- title_confirmed
- true
- topic_title
- Laplace smoothing, unseen sequences and adjusted counts
- mode
- m2
- kind
- focused
- status
- available
- duration
- 11:11
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 06 — Perplexity, logarithms and calculator working
- id
- nlp-m2-06-perplexity-logs-calculator
- title
- M2 06 — Perplexity, logarithms and calculator working
- title_confirmed
- false
- topic_title
- Perplexity, logarithms and calculator working
- mode
- m2
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — POS tagging and Brill | Reviewed explanation and worked rule
- id
- nlp-m2-07-pos-tags-tagger-methods
- title
- NLP M2 — POS tagging and Brill | Reviewed explanation and worked rule
- title_confirmed
- true
- topic_title
- POS tags, ambiguity and tagging methods
- mode
- m2
- kind
- focused
- status
- available
- duration
- 9:06
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- https://www.youtube.com/watch?v=_xRjAyNsRFs
- corrected_visuals
- true
- upload_pending_correction
- false
- correction_note
- Tagger methods, Brill net gain and the full conditional rule; clarified tagging and imperative explanations. Full transcript and detected slides checked; short voice corrections included.
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 08: Markov Paths & HMMs
- id
- nlp-m2-08-markov-hmm-components
- title
- M2 08: Markov Paths & HMMs
- title_confirmed
- true
- topic_title
- Markov paths, HMM components and training counts
- mode
- m2
- kind
- focused
- status
- available
- duration
- 9:45
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
HMM Path Probabilities
- id
- nlp-m2-09-hmm-joint-paths
- title
- HMM Path Probabilities
- title_confirmed
- true
- topic_title
- Complete HMM path scores and observation probabilities
- mode
- m2
- kind
- focused
- status
- available
- duration
- 8:34
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 10 Viterbi Decoding
- id
- nlp-m2-10-viterbi-decoding
- title
- M2 10 Viterbi Decoding
- title_confirmed
- true
- topic_title
- Viterbi decoding with backpointers
- mode
- m2
- kind
- focused
- status
- available
- duration
- 9:34
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — Chunking and Chinking | Reviewed rules and worked examples
- id
- nlp-m2-11-chunking-chinking
- title
- NLP M2 — Chunking and Chinking | Reviewed rules and worked examples
- title_confirmed
- true
- topic_title
- Chunking and chinking from POS-tagged words
- mode
- m2
- kind
- focused
- status
- available
- duration
- 8:22
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- https://www.youtube.com/watch?v=9tdNfkbShjQ
- corrected_visuals
- true
- upload_pending_correction
- false
- correction_note
- Correct POS labels including JJ = adjective, full NP rule application and chinking boundaries. Full transcript and detected slides checked; short voice corrections included.
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — CFG and top-down parsing | Reviewed derivations and trees
- id
- nlp-m2-12-cfg-top-down-parsing
- title
- NLP M2 — CFG and top-down parsing | Reviewed derivations and trees
- title_confirmed
- true
- topic_title
- CFG, ambiguity and top-down parsing
- mode
- m2
- kind
- focused
- status
- available
- duration
- 8:54
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- https://www.youtube.com/watch?v=QH7Tuukxt3s
- corrected_visuals
- true
- upload_pending_correction
- false
- correction_note
- Complete grammars, derivations and valid parse trees; corrected the acceptance condition. Full transcript and detected slides checked; short voice corrections included.
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 13 — Shift-reduce parsing and backtracking
- id
- nlp-m2-13-bottom-up-shift-reduce
- title
- M2 13 — Shift-reduce parsing and backtracking
- title_confirmed
- false
- topic_title
- Shift-reduce parsing and backtracking
- mode
- m2
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 14 — Named entities, boundaries and recognition approaches
- id
- nlp-m2-14-named-entity-recognition
- title
- M2 14 — Named entities, boundaries and recognition approaches
- title_confirmed
- false
- topic_title
- Named entities, boundaries and recognition approaches
- mode
- m2
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 15 — Lexical meaning, semantic relations and WordNet
- id
- nlp-m2-15-lexical-meaning-wordnet
- title
- M2 15 — Lexical meaning, semantic relations and WordNet
- title_confirmed
- false
- topic_title
- Lexical meaning, semantic relations and WordNet
- mode
- m2
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 16 WSD and Lesk Scoring
- id
- nlp-m2-16-lesk-wsd
- title
- M2 16 WSD and Lesk Scoring
- title_confirmed
- true
- topic_title
- Word-sense disambiguation and Lesk overlap scoring
- mode
- m2
- kind
- focused
- status
- available
- duration
- 10:17
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
M2 17 — Walker category scoring and graph-based WSD
- id
- nlp-m2-17-walker-graph-wsd
- title
- M2 17 — Walker category scoring and graph-based WSD
- title_confirmed
- false
- topic_title
- Walker category scoring and graph-based WSD
- mode
- m2
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Naive Bayes WSD Numerical
- id
- nlp-m2-18-naive-bayes-wsd
- title
- Naive Bayes WSD Numerical
- title_confirmed
- true
- topic_title
- Naive Bayes WSD: a complete corpus numerical
- mode
- m2
- kind
- focused
- status
- available
- duration
- 11:35
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
TEE 01 — NLP foundations: language units, tasks and learning approaches
- id
- tee-01
- title
- TEE 01 — NLP foundations: language units, tasks and learning approaches
- title_confirmed
- false
- topic_title
- NLP foundations: language units, tasks and learning approaches
- mode
- tee
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLU, NLG, the NLP pipeline and language challenges
- id
- tee-02
- title
- NLU, NLG, the NLP pipeline and language challenges
- title_confirmed
- false
- topic_title
- NLU, NLG, the NLP pipeline and language challenges
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Preprocessing and morphology: tokenize, normalize, stem, lemmatize, count TTR
- id
- tee-03
- title
- Preprocessing and morphology: tokenize, normalize, stem, lemmatize, count TTR
- title_confirmed
- false
- topic_title
- Preprocessing and morphology: tokenize, normalize, stem, lemmatize, count TTR
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Vocabulary, label IDs, one-hot encoding and bag of words
- id
- tee-04
- title
- Vocabulary, label IDs, one-hot encoding and bag of words
- title_confirmed
- false
- topic_title
- Vocabulary, label IDs, one-hot encoding and bag of words
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
TEE 05 — TF-IDF and cosine: from the corpus to the final similarity
- id
- tee-05
- title
- TEE 05 — TF-IDF and cosine: from the corpus to the final similarity
- title_confirmed
- false
- topic_title
- TF-IDF and cosine: from the corpus to the final similarity
- mode
- tee
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
TEE 06 — Jaccard and distances: intersection, union, Manhattan, Euclidean, Minkowski
- id
- tee-06
- title
- TEE 06 — Jaccard and distances: intersection, union, Manhattan, Euclidean, Minkowski
- title_confirmed
- false
- topic_title
- Jaccard and distances: intersection, union, Manhattan, Euclidean, Minkowski
- mode
- tee
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Corpora and lexical resources: where NLP evidence comes from
- id
- tee-07
- title
- Corpora and lexical resources: where NLP evidence comes from
- title_confirmed
- false
- topic_title
- Corpora and lexical resources: where NLP evidence comes from
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Regular expressions: build and explain exact text patterns
- id
- tee-08
- title
- Regular expressions: build and explain exact text patterns
- title_confirmed
- false
- topic_title
- Regular expressions: build and explain exact text patterns
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
TEE 09 — Distributional semantics, co-occurrence matrices and sentence vectors
- id
- tee-09
- title
- TEE 09 — Distributional semantics, co-occurrence matrices and sentence vectors
- title_confirmed
- false
- topic_title
- Distributional semantics, co-occurrence matrices and sentence vectors
- mode
- tee
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
TEE 10 — Word2Vec: CBOW and skip-gram, training pairs and softmax numericals
- id
- tee-10
- title
- TEE 10 — Word2Vec: CBOW and skip-gram, training pairs and softmax numericals
- title_confirmed
- false
- topic_title
- Word2Vec: CBOW and skip-gram, training pairs and softmax numericals
- mode
- tee
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
GloVe: global counts, probability ratios and weighted loss
- id
- tee-11
- title
- GloVe: global counts, probability ratios and weighted loss
- title_confirmed
- false
- topic_title
- GloVe: global counts, probability ratios and weighted loss
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Reference and coreference: mentions, antecedents and pronoun resolution
- id
- tee-12
- title
- Reference and coreference: mentions, antecedents and pronoun resolution
- title_confirmed
- false
- topic_title
- Reference and coreference: mentions, antecedents and pronoun resolution
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Hobbs algorithm: parse-tree traversal with three complete traces
- id
- tee-13
- title
- Hobbs algorithm: parse-tree traversal with three complete traces
- title_confirmed
- false
- topic_title
- Hobbs algorithm: parse-tree traversal with three complete traces
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Text classification, sentiment and evaluation numericals
- id
- tee-14
- title
- Text classification, sentiment and evaluation numericals
- title_confirmed
- false
- topic_title
- Text classification, sentiment and evaluation numericals
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
TEE 15 — Spelling correction: full edit-distance tables and noisy-channel ranking
- id
- tee-15
- title
- TEE 15 — Spelling correction: full edit-distance tables and noisy-channel ranking
- title_confirmed
- false
- topic_title
- Spelling correction: full edit-distance tables and noisy-channel ranking
- mode
- tee
- kind
- focused
- status
- queued
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Machine translation: meaning preservation and worked processing
- id
- tee-16
- title
- Machine translation: meaning preservation and worked processing
- title_confirmed
- false
- topic_title
- Machine translation: meaning preservation and worked processing
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Question answering: identify, retrieve and justify the answer
- id
- tee-17
- title
- Question answering: identify, retrieve and justify the answer
- title_confirmed
- false
- topic_title
- Question answering: identify, retrieve and justify the answer
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
Information extraction and retrieval: records, indexes and precision/recall
- id
- tee-18
- title
- Information extraction and retrieval: records, indexes and precision/recall
- title_confirmed
- false
- topic_title
- Information extraction and retrieval: records, indexes and precision/recall
- mode
- tee
- kind
- focused
- status
- not_generated
- duration
- reviewed
- false
- notebook_url
- https://notebook.google.com/notebook/6c2636fe-3511-4542-b47f-ab83795c82cd
- youtube_url
- corrected_visuals
- false
- upload_pending_correction
- false
- correction_note
- related_topic_ids
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — N-grams and Laplace | Reviewed worked numericals
- id
- overview-ngrams-laplace
- title
- NLP M2 — N-grams and Laplace | Reviewed worked numericals
- title_confirmed
- true
- topic_title
- NLP M2: N-Grams & Laplace
- mode
- m2
- kind
- supplemental
- status
- available
- duration
- 7:41
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- https://www.youtube.com/watch?v=RyPi8xq8ugU
- corrected_visuals
- true
- upload_pending_correction
- false
- correction_note
- Complete counts and four Laplace factors; corrected formulas, conditional-factor wording and rounding. Full transcript and detected slides checked; short voice corrections included.
- related_topic_ids
- nlp-m2-03-ngrams-language-models
- nlp-m2-04-bigram-trigram-tables
- nlp-m2-05-laplace-smoothing-discount
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — HMM and Viterbi | Reviewed worked numericals
- id
- overview-hmm-viterbi
- title
- NLP M2 — HMM and Viterbi | Reviewed worked numericals
- title_confirmed
- true
- topic_title
- HMM Prob & Viterbi
- mode
- m2
- kind
- supplemental
- status
- available
- duration
- 8:30
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- https://www.youtube.com/watch?v=RRuSfA_ZMhY
- corrected_visuals
- true
- upload_pending_correction
- false
- correction_note
- Complete HMM factors, all Viterbi candidate scores and backpointers; clarified zero emissions. Full transcript and detected slides checked; short voice corrections included.
- related_topic_ids
- nlp-m2-08-markov-hmm-components
- nlp-m2-09-hmm-joint-paths
- nlp-m2-10-viterbi-decoding
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — Word-sense disambiguation | Reviewed Lesk and Bayes numericals
- id
- overview-wsd
- title
- NLP M2 — Word-sense disambiguation | Reviewed Lesk and Bayes numericals
- title_confirmed
- true
- topic_title
- WSD: Detective Math Toolkit
- mode
- m2
- kind
- supplemental
- status
- available
- duration
- 6:11
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- https://www.youtube.com/watch?v=jUPghV2wIkY
- corrected_visuals
- true
- upload_pending_correction
- false
- correction_note
- Lesk variants, conditional Bayes definitions, smoothing and both worked posteriors; corrected spoken claims. Full transcript and detected slides checked; short voice corrections included.
- related_topic_ids
- nlp-m2-16-lesk-wsd
- nlp-m2-17-walker-graph-wsd
- nlp-m2-18-naive-bayes-wsd
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — Probability and Bayes | Reviewed step-by-step numericals
- id
- overview-probability-bayes
- title
- NLP M2 — Probability and Bayes | Reviewed step-by-step numericals
- title_confirmed
- true
- topic_title
- NLP M2 — Probability and Bayes | Reviewed step-by-step numericals
- mode
- m2
- kind
- supplemental
- status
- available
- duration
- 8:53
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- corrected_visuals
- true
- upload_pending_correction
- true
- correction_note
- Complete HMM and Naive Bayes calculations; clarified joint scores versus model posteriors. Full transcript and detected slides checked; short voice corrections included. The corrected YouTube upload is still processing.
- related_topic_ids
- nlp-m2-01-foundations-counts-probability
- nlp-m2-02-bayes-generative-discriminative
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.
NLP M2 — Perplexity | Reviewed formulas and solved numericals
- id
- overview-perplexity-logs
- title
- NLP M2 — Perplexity | Reviewed formulas and solved numericals
- title_confirmed
- true
- topic_title
- NLP M2 — Perplexity | Reviewed formulas and solved numericals
- mode
- m2
- kind
- supplemental
- status
- available
- duration
- 9:35
- reviewed
- true
- notebook_url
- https://notebook.google.com/notebook/a270ef1e-c285-4d31-9db1-302090c5f8b1
- youtube_url
- https://www.youtube.com/watch?v=OPlh9cXnfTA
- corrected_visuals
- true
- upload_pending_correction
- false
- correction_note
- Readable formulas and all worked examples; corrected comparison conditions and context claims. Full transcript and detected slides checked; short voice corrections included.
- related_topic_ids
- nlp-m2-06-perplexity-logs-calculator
These are recorded generation statuses, not a live service check. Private YouTube and signed-in NotebookLM links require the owner's account. This export publishes existing catalog metadata, not private video files or an invented transcript.