AI Foundations
Understand the key concepts behind modern AI
What You'll Learn
- ✓The difference between AI, Machine Learning, and Deep Learning
- ✓What 'hallucinations' are and why AI makes things up
- ✓How bias enters AI systems and what to watch for
- ✓The basic architecture of how AI tools work
Key Ideas
AI is the broadest term (machines doing intelligent tasks). Machine Learning is a subset where systems learn from data. Deep Learning is ML using neural networks with many layers. Most modern AI tools (ChatGPT, Midjourney) use deep learning.
Examples:
- • AI: A chess computer, a chatbot, a recommendation system
- • Machine Learning: Email spam filters, product recommendations
- • Deep Learning: ChatGPT, image generation, voice recognition
AI doesn't 'know' facts; it predicts likely words based on patterns. This means it can confidently state false information. Always verify important facts, especially dates, statistics, and quotes.
Examples:
- • AI might invent citations that sound real but don't exist
- • It may provide outdated information presented as current
- • Numbers and statistics should always be verified
AI learns from human-created data, which contains human biases. This can lead to unfair or stereotypical outputs in areas like hiring, content generation, and recommendations.
Examples:
- • Image AI might generate mostly male figures for 'CEO' prompts
- • Language models may associate certain names with stereotypes
- • Recommendation systems can reinforce existing preferences
Suggested Resources
University of Helsinki
Coursera
Try This Now
Put your learning into practice with these hands-on exercises. Copy the prompts and try them in your favorite AI tool.
Explain the difference between AI, machine learning, and deep learning using a cooking analogy. Make it something a 10-year-old would understand.
What are the key findings from the 2019 Stanford study on AI ethics by Dr. Sarah Martinez? (Note: This study doesn't exist - see if AI makes it up or admits it doesn't know)
Generate 5 example descriptions of a 'successful entrepreneur.' Then analyze: do these descriptions show any patterns or biases in terms of gender, age, or background?
Related Prompts from the Library
Practice what you've learned with these prompts from our library.
ROLE: You are a assistant. GOAL: Your company has just released a new product, but sales are slow. CONTEXT: Ask clarifying questions if any input details are missing. TASK: Your company has just released a new product, but sales are slow. What are some effective content promotion a You've created an incredible piece of content, but now you need to promote it. What are some effective methods You are working with a team to create a buyer persona for a global market. What cultural considerations will you You are a content manager for a news website and want to ensure accuracy and diversity in your articles. How d OUTPUT FORMAT: Text CONSTRAINTS:
View Prompt →ROLE: You are a assistant. GOAL: Generate extensive Market Re Build SEO Optimized Blog Po Build a Business plan NAME=[client name] CONCERNS=[primary concerns/symptoms] GOALS=[desired outcomes] CONSTRAINTS=[time/resource limitations] Acting as an experienced psychological analyst, conduct a thorough initial assessment for NAME who presents w Based on the initial assessment, identify and analyze the following key areas: 1. CONTEXT: Input details: client name, desired outcomes, primary concerns/symptoms, time/resource limitations. Ask clarifying questions if any input details are missing. TASK: Generate extensive Market Re Build SEO Optimized Blog Po Build a Business plan NAME=[client name] CONCERNS=[primary concerns/symptoms] GOALS=[desired outcomes] CONSTRAINTS=[time/resource limitations] Acting as an experienced psychological analyst, conduct a thorough initial assessment for NAME who presents w Based on the initial assessment, identify and analyze the following key areas: 1. Current coping mechanisms 2. Support systems 3. Stress triggers 4. Behavioral patterns 5. Emotional regulation OUTPUT FORMAT: Text CONSTRAINTS:
View Prompt →ROLE: You are a assistant. GOAL: Create a plan to increase <website/blog> traffic by X% in the next quarter through targeted content marketing e Social media engagement: I want to increase my Instagram engagement rate from <2%> to <10%> and grow m Come up with a list of creative hashtags for <our social media campaign>. CONTEXT: Ask clarifying questions if any input details are missing. TASK: Create a plan to increase <website/blog> traffic by X% in the next quarter through targeted content marketing e Social media engagement: I want to increase my Instagram engagement rate from <2%> to <10%> and grow m Come up with a list of creative hashtags for <our social media campaign>. Your company is launching a social Conduct a customer feedback survey to improve <our customer service>. Your company wants to improve its c ent and promote brand loyalty through user-generated content. Your task is to plan a campaign that inspir trategy to create buzz and excitement among potential customers? ch emotionally connects with <target audience> and generates <number> leads within the next 2 weeks. rget audience and ensure a successful partnership keting firm>. Help me craft a compelling story to promote <new product>. ove ROI? nsure your campaign is effective and captures your target audience's attention? guest post opportunities on top industry blogs by <date>. tics for each platform to maximize engagement and reach. rsona>, using language that captures their attention and provides relevant examples to demonstrate the v dictions on what has happened so far and how the game may end. Please be familiar with the players, tea tion of potential clients or followers for <company/product/person>. Depending on the platform, you may ss goals/physical limitations>. Your routine should include warm-ups, exercises, and cool-downs that are lf as a thought leader in your industry, and you have been tasked with creating a blog series. Your task is eir pain points. ch/interview prep>. Your coaching should be tailored to my individual needs and goals, and should help m heir concerns and adjust your strategy without alienating the rest of your readership? y performance indicators>. h engine ranking for <target audience> while considering our ongoing SEO strategy and competitor analy mprove the click-through rate on <website's> blog posts? commend how we can efficiently integrate them into our content strategy? s? months. nd improving my writing skills? hat methods do you use to analyze their strategy and tactics, and how do you adapt your content to stay plan to optimize these pages for SEO and user experience. improve my website's SEO and boost its visibility online? ,000> to <$100,000> within twelve months. ue, and what tools should you use? its winning factors in future content? rements/health concerns>. Your plan should include nutritious and delicious meals that are easy to prepa ant and competitive. to increase overall engagement and conversions. es and streamlining the user experience? an you offer any tips on how to create a consistent visual identity for a brand and improve content perform o enhance their operations, and provides real-world examples of businesses that have successfully implem d its reach to a wider audience, and you have been tasked with brainstorming potential digital marketing sing persuasive language and techniques, such as creating a sense of urgency, addressing their needs a yze the content that's causing the drop, and how do you make data-driven decisions to address the issue ation, and improved multimedia to maintain their SEO and user engagement success. Use our content ana efforts. Include specific content topics, publishing frequencies, and promotional channels. my following from <1,000> to <50,000> within nine months. media campaign, and you need to come up with a list of creative hashtags to use across social media pla customer service, and you have been tasked with conducting a customer feedback survey. Your task is t res customers to share their experiences with your brand on social media. Think about how you can incen value of <topic>. ams, and terminology. My first request is: <match description>." use different techniques and formats e.g., witty captions, visually appealing images or videos, hashtags, challenging yet achievable for me. My first request is: to develop a content calendar that outlines the topics, audience, and goals for each blog post. Think abo me identify and overcome any obstacles in my career path. My first request is: sis. competitive? are and fit my lifestyle. My first request is: mance? mented this technology. channels to achieve this goal. Your task is to identify channels that align with your target audience's onlin and objections, or offering incentives or discounts. You should also be knowledgeable about the features e? alytics and industry best practices to support your choices. atforms. Your task is to brainstorm hashtags that resonate with your target audience, reflect your compan o design and execute a survey that gathers insights into how customers perceive the quality of your cust ntivize customers to participate, what types of content would be most effective (e.g., photos, videos, test influencer partnerships, etc. My first request is:" out how you can create dynamic, engaging content that provides value to your readers and positions you ne behavior and preferences, such as social media, email marketing, or display advertising. and benefits of the product, and able to handle any questions or objections they may have. My first reque ny's brand values, and are easy to remember and use. Think about how you can create hashtags that enc omer service and identifies areas for improvement. timonials), and how you can use the ur company as an authority in the in est is:" courage user-generated content an OUTPUT FORMAT: Script CONSTRAINTS:
View Prompt →ROLE: You are a assistant. GOAL: Designing Stunning and Enga How can a referral program encourage subscribers to share email content? How can surveys be utilized to segment an email list? How can email automation nurture leads and convert them into email subscribers? How can A/B testing optimize email signup forms for better results? How can retargeting bring visitors back to the website to subscribe to an email list? How can webinars be used as a strategy to grow an email list? How can email personalization increase engagement with subscribers? How can gamification encourage email signups and list growth? How can email segmentation improve the ROI of email campaigns? How can email triggers send personalized messages based on subscriber behavior? How can email list cleaning remove inactive subscribers and improve deliverability? How can email list verification ensure the validity and accuracy of email addresses? How can email list scraping be used to rapidly grow an email list? How can email list segmentation deliver more relevant content to different subscriber groups? How can email list segmentation increase the chances of email opens and reads? How can email list segmentation increase the chances of email clicks and conversions? How can chatbots capture email addresses and segment email lists effectively? How can email list segmentation improve deliverability and avoid spam filters? How can email list segmentation increase the lifetime value of subscribers? How can email list segmentation create more effective lead nurturing campaigns? How can email list segmentation increase sales and revenue? How can email list segmentation improve customer retention and loyalty? How can email list segmentation create more personalized and engaging email campaigns? How can email list segmentation enhance the effectiveness of email automation flows? How can email list segmentation maximize the impact of email campaigns? How can email list segmentation identify and target high-value segments of an email list? Where can I find inspiration for creative email template designs? How can I make my email templates visually appealing and engaging? What are the essential elements of a well-designed email template? How can I create a responsive email template that looks great on all devices? How can I use color effectively in my email templates to convey the right message? How can I choose the right fonts for my email templates to enhance readability?. CONTEXT: Ask clarifying questions if any input details are missing. TASK: Designing Stunning and Enga How can a referral program encourage subscribers to share email content? How can surveys be utilized to segment an email list? How can email automation nurture leads and convert them into email subscribers? How can A/B testing optimize email signup forms for better results? How can retargeting bring visitors back to the website to subscribe to an email list? How can webinars be used as a strategy to grow an email list? How can email personalization increase engagement with subscribers? How can gamification encourage email signups and list growth? How can email segmentation improve the ROI of email campaigns? How can email triggers send personalized messages based on subscriber behavior? How can email list cleaning remove inactive subscribers and improve deliverability? How can email list verification ensure the validity and accuracy of email addresses? How can email list scraping be used to rapidly grow an email list? How can email list segmentation deliver more relevant content to different subscriber groups? How can email list segmentation increase the chances of email opens and reads? How can email list segmentation increase the chances of email clicks and conversions? How can chatbots capture email addresses and segment email lists effectively? How can email list segmentation improve deliverability and avoid spam filters? How can email list segmentation increase the lifetime value of subscribers? How can email list segmentation create more effective lead nurturing campaigns? How can email list segmentation increase sales and revenue? How can email list segmentation improve customer retention and loyalty? How can email list segmentation create more personalized and engaging email campaigns? How can email list segmentation enhance the effectiveness of email automation flows? How can email list segmentation maximize the impact of email campaigns? How can email list segmentation identify and target high-value segments of an email list? Where can I find inspiration for creative email template designs? How can I make my email templates visually appealing and engaging? What are the essential elements of a well-designed email template? How can I create a responsive email template that looks great on all devices? How can I use color effectively in my email templates to convey the right message? How can I choose the right fonts for my email templates to enhance readability? OUTPUT FORMAT: Email CONSTRAINTS:
View Prompt →ROLE: You are a assistant. GOAL: Create translated documents [INDUSTRY]=Target industry or market sector [COMPANY_NAME]=Primary company or product being analyzed [RESEARCH_DEPTH]=Level of detail (surface-level, moderate, in-depth) [GEOGRAPHICAL_FOCUS]=Target market region or regions [TIME_FRAME]=Analysis period (e. CONTEXT: Input details: company_name, full text of the content to be translated, geographical_focus, industry, language of the origi nal content, list of target languages for translation, research_depth, time_frame, type of content, e.g., marketing, technical, casual. Observe constraints: Follow specified tone. Ask clarifying questions if any input details are missing. TASK: Create translated documents [INDUSTRY]=Target industry or market sector [COMPANY_NAME]=Primary company or product being analyzed [RESEARCH_DEPTH]=Level of detail (surface-level, moderate, in-depth) [GEOGRAPHICAL_FOCUS]=Target market region or regions [TIME_FRAME]=Analysis period (e.g., last 3 years, current year) Step 1: Market Landscape Overview~ 1. Map out key players in [INDUSTRY] 2. Identify top 10 competitors to [COMPANY_NAME] 3. Calculate market share distribution 4. Compile recent industry trends and disruptions Output a comprehensive market landscape summary Step 2: Competitor Deep Dive~ 1. Analyze each competitor's: - Business model - Revenue streams - Unique value propositions - Recent strategic moves 2. Create SWOT analysis for top 5 competitors 3. Identify potential competitive gaps Output detailed competitor intelligence report Step 3: Target Audience Segmentation~ 1. Define demographic profiles 2. Map psychographic characteristics 3. Analyze purchasing behaviors 4. Identify unmet customer needs in [GEOGRAPHICAL_FOCUS] Output multi-dimensional audience persona document Step 4: Financial and Performance Analysis~ 1. Gather revenue data for [INDUSTRY] 2. Calculate growth rates 3. Analyze investment trends 4. Project potential market opportunities Output financial performance and trend analysis Step 5: Strategic Recommendations~ 1. Synthesize insights from previous steps 2. Develop strategic recommendations for [COMPANY_NAME] 3. Outline potential market entry or expansion strategies 4. Prioritize recommendations by potential impact Output strategic roadmap with actionable insights Step 6: Research Validation and Refinement~ 1. Cross-reference data sources 2. Check for potential biases 3. Verify statistical significance 4. Summarize key findings and confidence levels Output final research report with methodology notes ORIGINAL_CONTENT=[Full text of the content to be translated], SOURCE_LANGUAGE=[Language of the origi nal content], CONTENT_TYPE=[Type of content, e.g., marketing, technical, casual], TARGET_LANGUAG GES=[List of target languages for translation] Analyze the ORIGINAL_CONTENT in SOURCE_LANGUAGE E. Identify key messages, tone, style, and any culturally specific references or idioms. Note any technical t terms, brand names, or phrases tha Conduct a psychoanalysis wi Turn a blog post into various OUTPUT FORMAT: Text CONSTRAINTS: Follow specified tone
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Reflection Questions
- 1.Where in your work or life might AI hallucinations be particularly risky?
- 2.What kinds of bias should you watch for in your use cases?
- 3.How has understanding these limitations changed your view of AI capabilities?