Course Assignments
Different Approaches to Instruction-Tuning :Generative AI Advance Fine-Tuning for LLMs (IBM AI Engineering Professional Certificate) Answers 2025
1. How to adapt a general language model to follow task-specific instructions? ❌ Zero-shot learning using templates❌ Reinforcement learning with real-time feedback✅ Instruction-tuning with labeled examples❌ Transfer learning with parameter freezing Explanation:Instruction tuning teaches the model to follow instructions using curated instruction → response examples, making it suitable for chatbots. 2. Which function formats instruction–response… <a href="https://codeshala.io/platform/coursera/course/generative-ai-advance-fine-tuning-for-llms-ibm-ai-engineering-professional-certificate/assignment/different-approaches-to-instruction-tuning-generative-ai-advance-fine-tuning-for-llms-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark"><span class="screen-reader-text">Different Approaches to Instruction-Tuning :Generative AI Advance Fine-Tuning for LLMs (IBM AI Engineering Professional Certificate) Answers 2025</span></a>
Fine-Tuning Causal LLMs with Human Feedback and Direct Preference :Generative AI Advance Fine-Tuning for LLMs (IBM AI Engineering Professional Certificate) Answers 2025
1. Which parameter reduces repetitive sequences? ❌ Temperature✅ Repetition penalty❌ Min/max tokens❌ Top-K sampling Explanation:A higher repetition penalty discourages the model from repeating the same phrases, increasing output diversity. 2. Five different generated outputs from the same prompt are called: ❌ Tokens❌ Policies✅ Rollouts❌ Gradients Explanation:In RLHF and PPO frameworks, multiple generated outputs per prompt… <a href="https://codeshala.io/platform/coursera/course/generative-ai-advance-fine-tuning-for-llms-ibm-ai-engineering-professional-certificate/assignment/fine-tuning-causal-llms-with-human-feedback-and-direct-preference-generative-ai-advance-fine-tuning-for-llms-ibm-ai-engineering-professional-certificate-answers-2025/" rel="bookmark"><span class="screen-reader-text">Fine-Tuning Causal LLMs with Human Feedback and Direct Preference :Generative AI Advance Fine-Tuning for LLMs (IBM AI Engineering Professional Certificate) Answers 2025</span></a>