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NLP - Coggle Diagram
NLP
Neural
Embeddings
Sparse Embeddings
Term-Doc Matrix
Term-Term Matrix
Cosine Distance
TF-IDF
PMI
Dense Embeddings
Skip-gram Embeddings
Loss Function
Word Embedding
Semantic Properties of Embeddings
Bias
Deep NLP Methods
Matrix/Vector Shapes
Activation Functions
One-hot vectors
Cross-entropy loss
Neural NLP Patterns
Deep Learning Stacks
MLP
RNN
LSTM
GRU
Transformer
Multi-Head Self-Attention
Span Labelling
IR-based QA
MRC
Graph-based QA
Neural Entity Linking
Neural Relation Detection
Sequence Labelling
WordNet
WSD using BERT
Semantic Role
PropBank
FrameNet
Neural SRL
Sequence to Sequence
Machine Translation
Word Order Typology
Encoder-Decoder
Attention
Beam Search
Sequence Classification
IE
Supervised IE
Sem-supervised IE
Unsupervised IE
KBP
Non-Neural
Text Processing
Tokenisation
Stemming
BPE
Levenshtein Distance
Minimum Edit Distance
Regex
Basic
Greedy
Groups
Lookahead
Language Models
n-grams
Maximum Likelihood Estimation
Smoothing
Backoff
Interpolation
Sequence Labelling
POS
Tagsets
POS Tagging
HMM POS Tagger
NER
BIO Tagging
CRF
Train
Inference
Feature Sets
Syntax and Grammar
CFG
Head Finding
Syntactic Parsing
CKY Parsing
Dependency Grammar
Projectivity
Transition-based Parser
Graph-based Dependency Parsing
Evaluation
ROGUE
BLEU
PERPLEXITY
F1