Exploring ChatGPT Prompt Hacks To Maximally Optimise Your Queries
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A comprehensive exploration of artificial intelligence, particularly focusing on its historical development, notable milestones, and various applications. It begins with a brief history of AI, tracing its ancient philosophical roots through to contemporary advancements like quantum computing and advanced robotics. Key historical highlights include the development of "Shakey," the first mobile robot capable of reasoning about its environment, and ELIZA, the first chatbot. The presentation also covers the evolution of self-driving technology, starting with Ernst Dickmanns' pioneering work in the 1980s. It delves into the profound impact of AI in games, exemplified by AlphaGo's victory over a human Go champion. Furthermore, it details the types of AI and machine learning, emphasizing the revolutionary role of ChatGPT. Introduced by OpenAI, ChatGPT quickly became the fastest app to reach 100 million users due to its versatile capabilities in language processing and interaction. Lastly, the slides provide practical insights on effectively utilizing ChatGPT, such as optimizing input to enhance outcomes and integrating ChatGPT's API into various applications. The presentation is aimed at both educating on AI's capabilities and demonstrating its practical applications in modern technology scenarios.
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Exploring ChatGPT Prompt Hacks To Maximally Optimise Your Queries
- 1. “Artificial intelligence is based on the assumption that the process of human thought can be mechanized”
- 3. Brief History Of AI • Ancient roots • Philosophical • Invention of computers • Dartmouth Workshop • 21st century boom • Big data • AI and Quantum computing • Advance Robotics and space exploration
- 4. The first robot • “Shakey” was the first mobile robot with the ability to perceive and reason about its surroundings. The subject of SRI's Artificial Intelligence Center research from 1966 to 1972, Shakey could perform tasks that required planning, route-finding, and the rearranging of simple objects.
- 5. The first chatbot • ELIZA was a natural language processing program written sometime in the mid-1960s by German-American computer scientist Joseph Wizenbaum at the MIT Artificial Laboratory. Widely acknowledged as the first-ever chatbot, ELIZA used pattern- matching and substitution methods to stimulate conversations.
- 6. First self driving car • In 1986 Ernst Dickmanns and his team developed a Mercedes van called VaMoRs. It was capable of self-driving at the top speed of the vehicle, around 60 mph. The van was fitted with a master computer and a parallel-processing system consisting of 10 Intel 8086 CPU which processed 32x32 pixel areas determined to be interesting. In 1987 the van was capable of collision avoidance and obstacle detection. A vehicle that could "see" and drive itself at a normal speed ... 35 years ago ! It explains why Dickmanns is considered as a pioneer for autonomous driving.
- 8. My personal favorite, story of AlphaGo • AlphaGo is a computer program that plays the board game Go. It was developed by the London- based DeepMind Technologies, an acquired subsidiary of Google. Subsequent versions of AlphaGo became increasingly powerful, including a version that competed under the name Master. • https://www.youtube.com/watch ?v=WXuK6gekU1Y
- 9. Types of AI
- 12. Overview of ChatGPT • ChatGPT History • By OpenAI • Public release in Nov 2022 • Touted as the fastest app to reach 100M users (in 2 months) • Other products include DALE-E, Whisper, GPT4, Jukebox, Musenet • What in the name …ChatGPT • Two parts, CHAT and GPT • Chat is the application of GPT • GPT means – Generative Pre-Trained Transformer
- 13. Some ChatGPT facts • It is a Large Language Model trained using Reinforcement Learning From Human Feedback (RLHF) – a sort of non-supervised pre-trained model • Has over 175 Billion parameters and trained on a dataset of over 300B words • Cost US100,000 to run/day, approximately US3M/month • Gets approximately 1B queries/day • Has a “Plus” version at US20/month • Has API access for free and for US5/month • Official apps for iOS and now Android worldwide • Android: https://play.google.com/store/apps/details?id=com.openai.chatgpt&hl=en_US • iOS: https://apps.apple.com/my/app/chatgpt/id6448311069 • Important: Do not use other 3rd party apps that do the same as above!
- 15. What is ChatGPT good at • All things text related and language agnostic • Coding (Mainly javascript, python and java ..also C++, PHP and Ruby/ROR) • Different languages (100+, including BM) • Can be used to translate • Sentiment analysis • Mimic your writing style • Write different types of topics and scenarios • And many more…(we’ll explore some interesting ones)
- 16. Some of the latest in ChatGPT • Custom instructions • GPT4 api (paid) • Higher message limits for GPT ¾ • Free = 30 / hour • Paid = 50 / hour for GPT4 (its unspecified for GPT3) • Code interpreter • Browsing (now disabled ) • Disable chat history • Many other model improvements
- 17. ChatGPT Schematic Approach • Techniques for refining • Role playing • Writing style • Defining output • Chain a conversation • Inject relatable data to further tune the output to your whim Define personality Define Requests/Constraints Define scope or provide examples Produce additional data if exist Define output type Provide extra data examples to further enhance your output
- 18. Increase Effectiveness • Use new chat sessions to reduce convolution from previous topics • Confusing or ambiguous prompts • Provide context as much as possible to garner best responses • Use examples when you require specifics (follow the schematic guide for best outcome) • Remember: GIGO
- 19. Increase Effectiveness • The Better Your Input, The Better The Output • The ability to “produce better outcome” will requires further clarification on the question, right? Maybe we can tell ChatGPT to seek clarification? • Reset • Forget everything above and start anew • Derive Knowledge from Information • Explain to me how you deduced this • Create deviation • Don’t answer like typical ChatGPT (not all the time effective, works for bigger text)
- 20. ChatGPT Extensions • Extensions • Plugin store (100s!) • Code interpreter • Image generator • Data analysis and visualization • Files conversion • Write and execute code • Solve math problems (same as Mixbox) • Plugin store examples • Pdf plugin – AI PDF • Travel – KAYAK • Google related ChatGPT • Mixbox: Math • And with Zapier, 5000+ functions/integrations
- 21. Prompts That Could Be Useful To You • Summarizing Content • Especially useful when dealing with large text • If you have large text above 8k/16k characters, put them into “pages” • E.g., I have 10 pages of data exceeding 80,000 words, i will place them here in 10 pages, denoting page 1 through page 10. At the end, when i am done, i want you to summarise the entire content when i enter the keyword "Summ” • Page 1 • <Text> • Page 2 • <Text> Common Criteria License
- 22. Prompts That Could Be Useful To You • Splitting perspectives • Ask it to give opinions of points in your presentation deck from multiple perspectives, e.g., from a perspective of an expert vs perspective of a novice user Common Criteria License
- 23. Prompts That Could Be Useful To You • Figuring out your customers to invite • “You are an expert marketeer with 20 years expertise in online and offline marketing and you are especially good at audience relationship. You are planning to run an event to introduce ZeeWall, the world’s most advance firewall. Please produce a list of customer profiles that you will consider inviting” Common Criteria License
- 24. Prompts That Could Be Useful To You • Model thinking • Getting best models for given task • “You are an expert project management consultant using strategic models to achieve better thinking in doing tasks in deploying NagiosXI monitoring solution for customers. Also state the benefits of this model and create a detailed writeup how to use it” Common Criteria License
- 25. Prompts That Could Be Useful To You • Google expert search criteria • Getting best Google / Bing search questions • You are expert in Google searches and have over 10 years helping businesses succeed by training them to use Google search effectively. Give me 10 search ideas for How to create a hugely successful chef association here in Malaysia. Make the search terms specific and powerful to help us get to the information we need faster. Present your response in a table, using the columns "Search Term" and "Information we're looking for" Common Criteria License
- 26. Prompts That Could Be Useful To You • Google expert search criteria • Getting best Google / Bing search questions • You are expert in Google searches and have over 10 years helping businesses succeed by training them to use Google search effectively. Give me 10 search ideas for How to create a hugely successful chef association here in Malaysia. Make the search terms specific and powerful to help us get to the information we need faster. Present your response in a table, using the columns "Search Term" and "Information we're looking for" Common Criteria License
- 27. Prompts That Could Be Useful To You • Build great SEO topics for your blog (then create blogs, see next slide) • Blogging/Article helps companies achieve better SEO • “You are an SEO expert and working for a top consulting company here in Malaysia. Come up with 5 hot blog topics that will help with my company’s SEO for the product I carry and that is Woocommerce Pro. Also ensure the topics are professional and unique” Common Criteria License
- 28. Prompts That Could Be Useful To You • Improve any text • Copy and paste and just enter “Improve the following text and make it sound more profession • Emails • WhatsApp text • Website text • Documentation • Etc etc. Common Criteria License
- 29. Prompts That Could Be Useful To You • Look at life from both sides …. • Get ChatGPT to give alternative views on your <strong> opinion about something • This is also a good method for objection handling • Or seeing viewpoints of others Common Criteria License
- 30. Prompts That Could Be Useful To You • Sales ninja • Try this kind of prompt for your next Sales Pitch You are a highly successful and experienced sales professional. You know what it is that encourages people to spend money on a product with a smile on their face. I want you to help me find and articulate the reasons why people would buy my product, Zendesk. Please ask me questions one by one to learn about the product and the audience. Once you have enough information, please create a numbered table listing the selling points, how they can be articulated and whether they are of primary, secondary or tertiary importance. Common Criteria License
- 31. Other cool prompts and what they do The prompt The purpose Act as <insert profession> Gives you articulation based on that profession Act as <linux terminal, sql server, javascript console> To test out and play with code (aside from using codeinterpreter) Compare <data 1> and <data 2> and come up with your interpretation as a <insert profession> To take two or more data points and summarize or interpret them, e.g. interpret them as a cybersecurity professional Give advice as <profession> for <scenario> E.g. as mental health professional .. Build <code> to do <function, feature> written in <programming language> To build specific code snippets, or you can also ask it to check the code, optimize it etc Get medical advice I’ve got this burning sensation when I pee…. Provide ideas for doing <business type> Provide ideas related to business to try and start “right” Solve this problem i have with my boss <problem> Self explanatory
- 32. Other cool prompts • What can you further add to the plate and share with the audience here?
- 33. Ethical considerations • Copyright? Who does the prompt output belong to? • Privacy concerns – Can it infiltrate private or personal info? • AI Biases – It may not have sentience to deduce what’s right from wrong • Source corruption/misinformation? - Must check the output every time, do not just copy/paste. • Jailbreaking? – Force it to do things deemed contraband/illegal • There aren’t laws to govern use of AI or building AI models • Cybersecurity threats? • Job security? • ChatGPT is outdated.
- 34. What is ChatGPT API? A tool that enables you to integrate the power of ChatGPT into your applications, products, or services. It gives you access to ChatGPT’s ability to generate human-like responses to questions and engage in casual conversation. What is an API? Application Programming Interface - is a way for two or more computer programs to communicate with each other. Slide by ML Scientist Aiman@orencloud.com
- 35. INTEGRATING CHATGPT Before integrating ChatGPT into your system, you will need 3 things: OpenAI API Key API key is basically an encrypted text that a developer must obtain in order to access the API. It is obtainable via creating an OpenAI account Token Tokens can be thought of as pieces of words. Before the API processes the prompts, the input is broken down into tokens. Model Models are basically the brain for the AI, each model has it different used for fine- tuning with different price range. Slide by ML Scientist Aiman@orencloud.com
- 36. Sign up or log in to the official OpenAI platform. (https://platform.openai.com/signup) Login/Signup OpenAI Click On Personal Tab select View API Keys and you will lend on API Key page Go To OpenAI API Tab Click On Create New Secret Key. you are all set to integrate ChatGPT into your system! Generate API Key CHATGPT API KEY ACCESS 01 02 03 Slide by ML Scientist Aiman@orencloud.com
- 37. "You miss 100% of the shots you don't take" - Wayne Gretzky *This quote cost 11 tokens CHATGPT API TOKEN • 1 token ~= 4 chars in English • 1 token ~= ¾ words • 100 tokens ~= 75 words • 1-2 sentence ~= 30 tokens • 1 paragraph ~= 100 tokens • 1,500 words ~= 2048 tokens Model Input Output 8K context $0.03 / 1K tokens $0.06 / 1K tokens 32K context $0.06 / 1K tokens $0.12 / 1K tokens Model Training Usage Ada $0.0004 / 1K tokens $0.0016 / 1K tokens Babbage $0.0006 / 1K tokens $0.0024 / 1K tokens Curie $0.0030 / 1K tokens $0.0120 / 1K tokens Davinci $0.0300 / 1K tokens $0.1200 / 1K tokens Slide by ML Scientist Aiman@orencloud.com
- 38. Extending ChatGPT (with free tools) • DocsGPT (GH - https://github.com/arc53/DocsGPT ) • Quivr (GH - https://github.com/StanGirard/quivr ) • Many more in Github which you can try https://github.com/search?q=ChatGPT&type=repositories&s=stars&o =desc • Dumb code example with python
- 39. ChatGPT APIs (hello-world sample in python) #!/usr/bin/python3 import openai import os openai.api_key = ‘<redacted>’ os.system('clear') user_content = input("Please enter your question: ") response = openai.ChatCompletion.create( model="gpt-3.5-turbo", messages=[ {"role": "system", "content": "You are IA Champion BOT"}, {"role": "user", "content": user_content}, ] ) print(response['choices'][0]['message']['content']) https://platform.openai.com/docs/api-reference/chat/create
- 41. “From Yearning for Human-Like Computers to Aspiring to Compute Like Them!”
Editor's Notes
- pip install --upgrade openai
- pip install --upgrade openai