Introduction to Artificial Intelligence (AI) – Session 02
This session is intended to explore the dynamic trio of Generative AI, Large Language Models (LLMs), and the art of Prompts. We covered the following Topics:
- Generative AI, LLMs & Prompts Overview
- Predictive AI vs Generative AI
- Prompts & Prompt Engineering
- Tips to Write Better Generative AI Prompts
- Grounding and Hallucination
- Hands-on Activity: Grounding & Hallucination Prompt
- Summary: Generative AI vs Prompting – Text-to-Text
Key Takeaways from the session:
The Dynamic Trio: Generative AI, LLMs, and Prompts
- Generative AI: is an artificial intelligence that uses data and algorithms to create new and original content or artifacts based on existing data
- Large Language Models (LLMs): These are advanced AI models designed to comprehend context, follow instructions, answer questions, and even produce creative writing
- Prompts: A Prompt is a specific Input or Instruction given to a language model to Generate a Response
Predictive AI vs. Generative AI
- Predictive AI foresees outcomes based on existing data
- Generative AI takes it a step further by creating entirely new, original content.
The Art of Prompts: Guiding AI to Brilliance
- A prompt is the compass that directs the output of an LLM.
- Prompting is the act of asking very specific Questions or feeding detailed Information to GAI Tools, like a GPT product or chatbot, to get the best results.
- Good prompts lead to better responses, sparking meaningful interactions between humans and machines.
Grounding and Hallucination: Balancing Act in Text Generation
- Grounding augments AI with external data for a richer context. Grounding means giving it specific directions, like telling a friend exactly what you want. That is it!
- Hallucination involves AI generating plausible but Inaccurate Information. To avoid this you have to write crystal clear prompts.
📚 Resources Shared in the Session:
- Prompt Engineering for ChatGPT: https://www.coursera.org/learn/prompt-engineering
- ChatGPT Prompt Engineering for Developers: https://www.deeplearning.ai/short-courses/chatgpt-prompt-engineering-for-developers/
- Generative AI for Developers: Introduction to prompt design: https://developers.generativeai.google/guide/prompt_best_practices
- Sign up on https://chat.openai.com/ and start playing with chatGPT by giving it different prompts and seeing the LLM responses. You can also try MS Bing Chat or Google Bard
🎥 Watch the Full Session Video Below👇
Session 02 – 🇺🇸 English Version 🇬🇧
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Sesison 02 – 🇵🇰 Urdu/Hindi Version 🇮🇳
کسی بھی غیر انگریزی بولنے والوں کے لیے یہاں سیشن 02 کے لیے انگریزی سب ٹائٹلز یعنی جنریٹو اےآے اور ایل ایل ایم اور پرامپٹس کے لیے اردو/ہندی ورژن ہے۔
गैर-अंग्रेजी बोलने वालों के लिए यहां सत्र 02 के लिए अंग्रेजी उपशीर्षक यानी जेनरेटिव एआई और एलएलएम और प्रॉम्प्ट के साथ उर्दू/हिंदी संस्करण है।
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اگر آپ ہمارے ساتھ اس اےآے کے سفر کا آغاز کرنے کے خواہشمند ہیں تو، سبسکرائب کرنا اورنوٹیفکیشن بیل کو دبانا نہ بھولیں تاکہ آپ مستقبل میں کسی بھی ویڈیو سے محروم نہ ہوں۔
यदि आप हमारे साथ इस एआई यात्रा को शुरू करने के लिए उत्सुक हैं, तो सदस्यता लेना और अधिसूचना घंटी को दबाना न भूलें ताकि आप भविष्य में कोई भी वीडियो न चूकें।
Don’t forget to check out the next session 03 i.e. Exploring popular LLMs like OpenAI, Google Bard, Bingchat, Claude, etc., and their applications.
With ❤️ Be safe out there.
▬▬▬▬▬ Kashi Ahmed
DISCLAIMER: The information presented in this blog & videos is based on the speaker’s understanding and research up to the date of this presentation. The views expressed are my own and do not necessarily reflect the views of any organization, institution, or employer I may be associated with. © 2023 Kashi Ahmed. All rights reserved.
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Last modified: May 11, 2024