Introduction to Large Language Models (LLMs) Week 7 | NPTEL ANSWERS 2025

Описание: Introduction to Large Language Models (LLMs) Week 7 | NPTEL ANSWERS 2025 #nptel2025 #myswayam #nptel

📝 YouTube Description:
📘 Course: Introduction to Large Language Models (LLMs) – Week 7
👨‍🏫 Instructors: Prof. Tanmoy Chakraborty (IIT Delhi), Prof. Soumen Chakrabarti (IIT Bombay)
📅 Duration: 21 Jul 2025 – 10 Oct 2025
🧠 Level: UG / PG (CSE, AI, IT, Data Science)
💳 Credit Points: 3
📘 Exam Date: 02 Nov 2025
📗 Language: English
💡 Category: Artificial Intelligence, NLP, Deep Learning, Data Science

🎓 Welcome to NPTEL ANSWERS 2025 – My Swayam Series
This video includes Week 7 Quiz Answers of Introduction to Large Language Models (LLMs). Learn how LLMs like GPT, BERT, LLaMA, and Claude work — from NLP foundations to advanced prompting, RLHF, retrieval-augmented generation, and interpretability.

📌 What You’ll Learn
✔ NLP Pipeline & Applications
✔ Statistical and Neural Language Modeling
✔ Transformers and Self-Attention
✔ Prompting, Fine-tuning & LoRA
✔ Retrieval-Augmented Generation (RAG, REALM, FiD)
✔ Modern LLMs: GPT-4, Claude-3, Llama-3, Mistral, Gemini
✔ Ethics in AI: Bias, Hallucination & Safety

🗂 Course Layout Summary

Week 1: NLP Basics & Applications
Week 2: Statistical Language Models
Week 3: Deep Learning + PyTorch
Week 4: Word Embeddings (Word2Vec, GloVe)
Week 5–6: RNNs → Transformers → Attention
Week 7–8: BERT, HuggingFace, Prompt Tuning, RLHF
Week 9–10: RAG, FiD, KGQA, Knowledge Graphs
Week 11–12: LoRA, Interpretability, LLM Trends, Ethics

📘 Books & References

📗 Introduction to Large Language Models – Tanmoy Chakraborty (Wiley India, 2025)
📘 Speech and Language Processing – Jurafsky & Martin
📙 Natural Language Processing – Jacob Eisenstein (MIT Press)
📰 ACL, EMNLP, NeurIPS, ICML, ICLR, AAAI research papers

📥 Assignment Link (Week 6)
👉 https://onlinecourses.nptel.ac.in/noc...

📩 Download All Week Answers (PDF Notes + Code)
👉 https://forms.gle/hZ3NsFDdJQz1BHd98

📢 Join Our Student Community
👥 WhatsApp Group – https://whatsapp.com/channel/0029Vb6G...
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📌 Tags & Hashtags
#LLM #LargeLanguageModels #NLP #GPT #Transformer #NPTEL2025 #MySwayam #NPTELAnswers #PromptEngineering #DeepLearning #AI #MachineLearning #PythonNLP #Week1Answers