Phase 05

NLP Foundations To Advanced

Language is the interface to intelligence. Master every layer.

01Text Processing — Tokenization, Stemming, LemmatizationBuild~45 minutesQuiz 02Bag of Words, TF-IDF, and Text RepresentationBuild~75 minutesQuiz 03Word Embeddings — Word2Vec from ScratchBuild~75 minutesQuiz 04GloVe, FastText, and Subword EmbeddingsBuild~45 minutesQuiz 05Sentiment AnalysisBuild~75 minutesQuiz 06Named Entity RecognitionBuild~75 minutesQuiz 07POS Tagging and Syntactic ParsingBuild~45 minutesQuiz 08CNNs and RNNs for TextBuild~75 minutesQuiz 09Sequence-to-Sequence ModelsBuild~75 minutesQuiz 10Attention Mechanism — The BreakthroughBuild~45 minutesQuiz 11Machine TranslationBuild~75 minutesQuiz 12Text SummarizationBuild~75 minutesQuiz 13Question Answering SystemsBuild~75 minutesQuiz 14Information Retrieval and SearchBuild~75 minutesQuiz 15Topic Modeling — LDA and BERTopicLearn~45 minutesQuiz 16Text Generation Before Transformers — N-gram Language ModelsBuild~45 minutesQuiz 17Chatbots — Rule-Based to Neural to LLM AgentsLearn~75 minutesQuiz 18Multilingual NLPLearn~45 minutesQuiz 19Subword Tokenization — BPE, WordPiece, Unigram, SentencePieceLearn~60 minutesQuiz 20Structured Outputs & Constrained DecodingBuild~60 minutesQuiz 21Natural Language Inference — Textual EntailmentLearn~60 minutesQuiz 22Embedding Models — The 2026 Deep DiveLearn~60 minutesQuiz 23Chunking Strategies for RAGBuild~60 minutesQuiz 24Coreference ResolutionLearn~60 minutesQuiz 25Entity Linking & DisambiguationBuild~60 minutesQuiz 26Relation Extraction & Knowledge Graph ConstructionBuild~60 minutesQuiz 27LLM Evaluation — RAGAS, DeepEval, G-EvalBuild~75 minutesQuiz 28Long-Context Evaluation — NIAH, RULER, LongBench, MRCRLearn~60 minutesQuiz 29Dialogue State TrackingBuild~75 minutesQuiz

“Stay hungry, stay foolish.”

— Steve Jobs