updated lecture 18 #255

Job	Run time
Run Demo Tests (POS Tagging, test:pos-tagging)	38s
Run Demo Tests (Embeddings (Clustering), test:embeddings)	37s
Run Demo Tests (Semantic Search (BM25), test:semantic-search)	37s
Run Demo Tests (ELIZA, test:eliza)	35s
Run Demo Tests (Tokenization (BPE), test:tokenization)	35s
Run Demo Tests (Chatbot Evolution - ALICE, test:chatbot:alice)	38s
Run Demo Tests (Embeddings Comparison, test:embeddings-comparison)	38s
Run Demo Tests (Topic Modeling (LDA), test:topic-modeling)	34s
Run Demo Tests (BERT MLM, test:bert-mlm)	35s
Run Demo Tests (Attention, test:attention)	36s
Run Demo Tests (Sentiment Analysis, test:sentiment)	36s
Run Demo Tests (Word Analogies, test:analogies)	34s
Run Demo Tests (Transformer, test:transformer)	37s
Run Demo Tests (GPT Playground (Sampling), test:gpt)	35s
Run Demo Tests (Chatbot Evolution - ELIZA, test:chatbot:eliza)	33s
Run Demo Tests (RAG, test:rag, 4096)	1m 23s
Run Demo Tests (Chatbot Evolution - PARRY, test:chatbot:parry)	34s
Run All Tests	1m 38s
Test Coverage Report	21s
	12m 54s

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