NLP Foundations To Advanced
29 个课时
01 Text Processing — Tokenization, Stemming, Lemmatization
CODE QUIZ 1 OUTPUTS
✓ → 02 Bag of Words, TF-IDF, and Text Representation CODE QUIZ 1 OUTPUTS
✓ → 03 Word Embeddings — Word2Vec from Scratch CODE QUIZ 1 OUTPUTS
✓ → 04 GloVe, FastText, and Subword Embeddings CODE QUIZ 1 OUTPUTS
✓ → 05 Sentiment Analysis CODE QUIZ 1 OUTPUTS
✓ → 06 Named Entity Recognition CODE QUIZ 1 OUTPUTS
✓ → 07 POS Tagging and Syntactic Parsing CODE QUIZ 1 OUTPUTS
✓ → 08 CNNs and RNNs for Text CODE QUIZ 1 OUTPUTS
✓ → 09 Sequence-to-Sequence Models CODE QUIZ 1 OUTPUTS
✓ → 10 Attention Mechanism — The Breakthrough CODE QUIZ 1 OUTPUTS
✓ → 11 Machine Translation CODE QUIZ 1 OUTPUTS
✓ → 12 Text Summarization CODE QUIZ 1 OUTPUTS
✓ → 13 Question Answering Systems CODE QUIZ 1 OUTPUTS
✓ → 14 Information Retrieval and Search CODE QUIZ 1 OUTPUTS
✓ → 15 Topic Modeling — LDA and BERTopic CODE QUIZ 1 OUTPUTS
✓ → 16 Text Generation Before Transformers — N-gram Language Models CODE QUIZ 1 OUTPUTS
✓ → 17 Chatbots — Rule-Based to Neural to LLM Agents CODE QUIZ 1 OUTPUTS
✓ → 18 Multilingual NLP CODE QUIZ 1 OUTPUTS
✓ → 19 Subword Tokenization — BPE, WordPiece, Unigram, SentencePiece CODE QUIZ 1 OUTPUTS
✓ → 20 Structured Outputs & Constrained Decoding CODE QUIZ 1 OUTPUTS
✓ → 21 Natural Language Inference — Textual Entailment CODE QUIZ 1 OUTPUTS
✓ → 22 Embedding Models — The 2026 Deep Dive CODE QUIZ 1 OUTPUTS
✓ → 23 Chunking Strategies for RAG CODE QUIZ 1 OUTPUTS
✓ → 24 Coreference Resolution CODE QUIZ 1 OUTPUTS
✓ → 25 Entity Linking & Disambiguation CODE QUIZ 1 OUTPUTS
✓ → 26 Relation Extraction & Knowledge Graph Construction CODE QUIZ 1 OUTPUTS
✓ → 27 LLM Evaluation — RAGAS, DeepEval, G-Eval CODE QUIZ 1 OUTPUTS
✓ → 28 Long-Context Evaluation — NIAH, RULER, LongBench, MRCR CODE QUIZ 1 OUTPUTS
✓ → 29 Dialogue State Tracking CODE QUIZ 1 OUTPUTS
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