← back to curriculum
github ↗
phase 5
Nlp Foundations To Advanced
29 lessons · click any to read the docs
phase progress
0
/ 29 lessons · 0%
01
Text Processing
01-text-processing
read →
02
Bag Of Words Tfidf
02-bag-of-words-tfidf
read →
03
Word Embeddings Word2vec
03-word-embeddings-word2vec
read →
04
Glove Fasttext Subword
04-glove-fasttext-subword
read →
05
Sentiment Analysis
05-sentiment-analysis
read →
06
Named Entity Recognition
06-named-entity-recognition
read →
07
Pos Tagging Parsing
07-pos-tagging-parsing
read →
08
Cnns Rnns For Text
08-cnns-rnns-for-text
read →
09
Sequence To Sequence
09-sequence-to-sequence
read →
10
Attention Mechanism
10-attention-mechanism
read →
11
Machine Translation
11-machine-translation
read →
12
Text Summarization
12-text-summarization
read →
13
Question Answering
13-question-answering
read →
14
Information Retrieval Search
14-information-retrieval-search
read →
15
Topic Modeling
15-topic-modeling
read →
16
Text Generation Pre Transformer
16-text-generation-pre-transformer
read →
17
Chatbots Rule To Neural
17-chatbots-rule-to-neural
read →
18
Multilingual Nlp
18-multilingual-nlp
read →
19
Subword Tokenization
19-subword-tokenization
read →
20
Structured Outputs Constrained Decoding
20-structured-outputs-constrained-decoding
read →
21
Nli Textual Entailment
21-nli-textual-entailment
read →
22
Embedding Models Deep Dive
22-embedding-models-deep-dive
read →
23
Chunking Strategies Rag
23-chunking-strategies-rag
read →
24
Coreference Resolution
24-coreference-resolution
read →
25
Entity Linking
25-entity-linking
read →
26
Relation Extraction Kg
26-relation-extraction-kg
read →
27
Llm Evaluation Frameworks
27-llm-evaluation-frameworks
read →
28
Long Context Evaluation
28-long-context-evaluation
read →
29
Dialogue State Tracking
29-dialogue-state-tracking
read →