ChatGPT Prompt Engineering Master Class

Learn how ChatGPT preprocesses prompts through normalization and tokenization. Normalize to lowercase, remove special characters, and perform sub tokenization to isolate tokens.

Explore how embedding converts prompts into vector representations and how ChatGPT analyzes words to infer intent, sequence, and meaning for effective prompt design.

Explore how ChatGPT builds contextual understanding by analyzing word relationships, prioritizing key terms, and shaping prompts with clear context and logical connections.

The lecture explains how a system builds a response, selecting each word from context and prompt depth. It uses temperature to guide randomness and ensure natural, accurate results.

Refine the model’s output through post processing to transform raw responses into fluent, well-punctuated sentences. Ensure capitalization, punctuation, and grammar to deliver a polished, presentation-ready answer.

Explore simple prompts as clear, single-task inputs that elicit direct answers or commands, and learn the five characteristics and two types guiding effective, concise ChatGPT interactions.

Define the objective, use direct questions or explicit commands, and keep prompts specific and concise to guide ChatGPT. Test and refine prompts to ensure clear communication of the goal.

Engage in a hands-on project to build an effective prompt for marketing Daily Grind, a sustainably sourced coffee shop in Hawthorne, Portland, targeting eco-conscious, community-driven customers.

Explore how enhanced prompts are structured into the main, priming, and formatting sections to guide ChatGPT's responses with clear goals, necessary context, and presentation constraints.

Learn how to tailor prompts for a specific audience by defining demographics, knowledge, geographics, cultural background, and psychographics to guide tone, context, and engagement in ChatGPT responses.

Discover how adding a clear purpose to prompts and aligning with your goal helps ChatGPT deliver deeper, more relevant responses tuned to your audience.

Provide context to prime ChatGPT by detailing who, what, where, and how, shaping the prompt with relevant background information. Yield targeted, relevant responses by presenting the right context.

Add relevant details to prompts to tailor ChatGPT responses with specifics like age, health, time constraints, and personal circumstances, and include examples and challenges to sharpen outcomes.

Use constraints to define what you want and what you don't want, keeping ChatGPT focused on your true intent and preventing rambling, such as limiting costs.

Learn how setting clear expectations guides ChatGPT to craft responses that match your intent. Compare responses with and without expectations to reveal a beginner-friendly structure and guidance for progression.

Set three criteria to guide ChatGPT responses, distinguish them from expectations and constraints, and appeal to environmentally conscious local consumers by highlighting sustainably sourced coffees and snacks and measuring results.

Apply a clear format to guide ChatGPT toward structured, concise outputs. Explore formats like paragraphs, bullet lists, tables, narratives, dialogues, Q&A, markdown, and charts, and shaping tone and content.

Explore what makes a complex prompt, including multi-part tasks, context dependence, and creativity, with examples across domains, and learn to craft multi-step and elaborate prompts.

Define the objective and secondary goals to craft complex prompts, then follow a logical sequence. Be as descriptive as possible, test and refine prompts, and prepare prompts for multi-task analysis.

Enhance multi-step prompts by priming, adding context, and clarifying audience and purpose before main and secondary objectives, and learn to apply constraints per objective for prompt engineering.

Explore scenario based prompts tailored to specific audiences, delivering actionable guidance across crisis management, market analysis, and cognitive behavioral therapy scenarios to boost decision making and emotional regulation.

Explore nuanced comparisons across topics using comparative analysis prompts to foster deep thinking, enhanced understanding, and critical analysis in literature, history, and business contexts.

Harness creative exploration prompts to stimulate imagination, provoke questions, and gain new perspectives that boost creativity, learning, and innovation across education, creative writing, media, and therapy.

Explore topics with deep, contextual understanding and long-term implications using contextual deep dive prompts that analyze, generate, or augment information across education, law, creative writing, and technical analysis.

Explore complex ideas with socratic questioning prompts that foster critical thinking, evidence-based reasoning, and disciplined inquiry to get to the truth across history, personal development, and science.

Explore how feedback loop prompts generate an initial response, then prompt self-reflection and iterative improvement to drive continuous learning across education, peer review, business, and marketing contexts.

Explore how constraint-based prompts guide ChatGPT to generate outputs within specific constraints, including content generation, code generation, and educational content creation, by embedding constraints into the initial prompt.

Anchor prompts by placing a specific fact at the start to guide ChatGPT's response, shaping context, perspective, and focus.

Apply iterative prompting to refine ChatGPT responses by building on prior outputs, guiding conversations toward more accurate, detailed, or creative results for complex queries.

Contrastive prompting teaches how to ask ChatGPT to explain differences between concepts, expose misconceptions, and clarify what something is not, with examples like photosynthesis versus respiration and fiction versus nonfiction.

Use leading questions and prompting with ChatGPT to guide toward specific answers, perspectives, or outcomes, test biases, and explore nuanced or hypothetical scenarios.

Master prompt chaining by breaking a complex task into sequential prompts, using the output of each step as input for the next, guiding ChatGPT from key points to an essay.

Explore negative prompting in ChatGPT to specify what not to do, guiding precise, relevant, and appropriate responses through practical examples in the master class.

Master conditional prompting with ChatGPT to tailor responses to time-based cues or user outcomes, delivering contextually relevant, goal-oriented guidance through simple and interactive prompts.

Explore how role prompting assigns ChatGPT a specific role to tailor responses with expert tone and style, activate role-relevant knowledge, and control behavior for interactive outputs.

Explore personas as fictional profiles representing user types, used in marketing to study target audiences, and learn to craft demographics, behaviors, goals, motivations, and pain points for ChatGPT prompts.