Prompt Engineering Vs RAG Vs Finetuning Explained Easily

Krish Naik May 6, 2025
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Krish Naik

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I am the Founder of KrishAI Technologies Private Limited and my experience is pioneering in machine learning, deep learning, and computer vision,an educator, and a mentor, with over 10 years' experience in the industry. This is my YouTube channel where I explain various topics on machine learning, deep learning, and AI with many real-world problem scenarios. I have delivered over 30 tech talks on data science, machine learning, and AI at various meet-ups, technical institutions, and community-arranged forums. My main aim is to make everyone familiar of ML and AI.Please subscribe and support the channel. As i love new technology, all these videos are free and I promise to make more interesting content as we go ahead. For any collaboration drop me a mail at [email protected] Please free to drop a mail for Product unboxing, GPU's unboxing and any other collaboration

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Prompt engineering, RAG (Retrieval-Augmented Generation), and fine-tuning are three distinct techniques used to enhance the performance of large language models. Prompt engineering involves designing effective input prompts to guide the model’s responses without altering its internal parameters, making it a fast and lightweight approach. RAG, on the other hand, supplements the model’s capabilities by retrieving relevant external documents at runtime, allowing the model to generate informed answers even about topics not seen during training. Fine-tuning involves training the model further on domain-specific data, modifying its weights to specialize it for particular tasks or industries. While prompt engineering is quick and easy, RAG offers dynamic access to up-to-date knowledge, and fine-tuning provides the highest level of customization but requires significant resources. ------------------------------------------------------------------------- Join our 2.0 Live Agentic AI With MCP Batch starting from May 10th 2025 Course Enrollment Link: https://learn.krishnaikacademy.com/l/4a4d821d78 Reach out to Krish Naik's counselling team on 📞+918484837781 or +919111533440 in case of any queries we are there to help you out.

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