Course Assignments
Graded Quiz: Fundamentals of Language Understanding :Gen AI Foundational Models for NLP & Language Understanding (IBM AI Engineering Professional Certificate) Answers 2025
1. How to create a fixed-length input from “I enjoy reading”? ❌ Replace all words with POS tags❌ Merge words using punctuation rules✅ Add one-hot vectors for ‘I’, ‘enjoy’, and ‘reading’❌ Add token positions with vocabulary count Explanation:One-hot vectors produce fixed-length numeric representations based on vocabulary size, suitable for feeding into neural networks. 2. What… <a href="https://codeshala.io/platform/coursera/course/gen-ai-foundational-models-for-nlp-language-understanding-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-fundamentals-of-language-understanding-gen-ai-foundational-models-for-nlp-language-understanding-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark"><span class="screen-reader-text">Graded Quiz: Fundamentals of Language Understanding :Gen AI Foundational Models for NLP & Language Understanding (IBM AI Engineering Professional Certificate) Answers 2025</span></a>
Graded Quiz: Word2Vec and Sequence-to-Sequence Models :Gen AI Foundational Models for NLP & Language Understanding (IBM AI Engineering Professional Certificate) Answers 2025
1. CBOW context + target at position t = 2 (“she loves watching football”) Sentence indexed:t=0: shet=1: lovest=2: watchingt=3: football Window size = 1 → context = immediate neighbors ❌ Context: loves, football; Target: watching❌ Context: she, football; Target: loves, watching✅ Context: she, watching; Target word: loves❌ Context: loves, watching; Target: she, football Explanation:At position… <a href="https://codeshala.io/platform/coursera/course/gen-ai-foundational-models-for-nlp-language-understanding-ibm-ai-engineering-professional-certificate/assignment/graded-quiz-word2vec-and-sequence-to-sequence-models-gen-ai-foundational-models-for-nlp-language-understanding-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark"><span class="screen-reader-text">Graded Quiz: Word2Vec and Sequence-to-Sequence Models :Gen AI Foundational Models for NLP & Language Understanding (IBM AI Engineering Professional Certificate) Answers 2025</span></a>