AI Resources

AI Institutes

• Ada Lovelace Institute: An "independent research institute with a mission to ensure data and AI work for people and society."
• Alan Turing Institute: UK's national institute for data science and artificial intelligence. Founded in 2015. Largely funded by the UK government.
• AlgorithmWatch: A non-profit research and advocacy organization that is committed to watch, unpack and analyze automated decision-making (ADM) systems and their impact on society.
• Distributed Artificial Intelligence Research (DAIR): Independent, community-rooted AI research.
• Global AI Ethics Consortium (GAIEC): Site hosted by TUM School of Social Sciences and Technology (Technical University of Munich) and the Institute for Ethics in Artificial Intelligence (founded 2019). Publishes AI ethics learning modules here.
• Montreal AI Ethics Institute: International nonprofit think tank. Founded by Abhishek Gupta in 2018. Publishes Substack newsletters at: brief.montrealethics.ai
• The DePaul AI Institute: Capitalizes on the expertise of DePaul faculty from across many colleges and programs to promote interdisciplinary research and educational programs centered around the promises and the challenges presented by AI. Fosters partnerships with industry, government, and nonprofit organizations to address pressing societal challenges. Central hub for faculty and students to access internal and external resources, as well as educational and training materials related to AI.

Academic Policies and Use In Teaching

• 20 ways to use ChatGPT in the classroom: Tips from Matt Miller, author of "Ditch That Textbook".
• 43 Examples of Artificial Intelligence in Education: The University of San Diego's list of examples in education.
• A Teacher's Prompt Guide to ChatGPT aligned with 'What Works Best': Andrew Herft's educational resources and advice for use of ChatGPT.
• AI Text Generators and Teaching Writing: Starting Points for Inquiry: Curated by Anna Mills.
• Artificial Intelligence and the Future of Teaching and Learning: U.S. Department of Education Office of Educational Technology’s policy report.
• Boston University’s Generative AI Assistance Policy: Computing and Data Sciences.
• Classroom Policies for AI Generative Tools: Resource created by Lance Eaton for the purposes of sharing and helping other instructors see the range of policies available by other educators to help in the development of their own for navigating AI-Generative Tools (such as ChatGPT, MidJourney, Dall-E, etc).
• Course policies related to ChatGPT and other AI Tools: Curated by Joel Gladd, Ph.D.
• Illinois State University: Center for Integrated Professional Development "AI-Generated Content in the Classroom: Considerations for Course Design."
• Teach AI: "Aims to integrate AI education into primary and secondary curricula worldwide through new reports, policy recommendations, and public engagement opportunities." Publishes the AI Guidance for Schools Toolkit.
• Turnitin: In 2023, Turnitin released AI detection tools. The capabilities of those tools are described here. Turnitin also released some helpful resources:
  • Guide for approaching AI-generated text in your classroom.
  • AI misuse rubric.
  • AI misuse checklist.
• University of Calgary: Taylor Institute for Teaching and Learning "Teaching and Learning with Artificial Intelligence Apps."
• Washington University in St. Louis: Center for Teaching and Learning recommendations on ChatGPT and AI Composition Tools.
• Why All Our Classes Suddenly Became AI Classes Strategies for Teaching and Learning in a ChatGPT World: Harvard Business School Publishing article by Ethan Mollick and Lilach Mollick. The husband-and-wife duo have also shared some useful videos on YouTube:
  • Practical AI for Instructors and Students Part 1: Introduction to AI for Teachers and Students
  • Practical AI for Instructors and Students Part 2: Large Language Models (LLMs)
  • Practical AI for Instructors and Students Part 3: Prompting AI
  • Practical AI for Instructors and Students Part 4: AI for Teachers
  • Practical AI for Instructors and Students Part 5: AI for Students

Academic Research

• Elicit: AI research assistant.
• Keenious: Academic search engine integrated into Microsoft Word or Google Docs
• Litmaps: Literature review tool.
• scite: "Brooklyn-based startup that helps researchers better discover and understand research articles through Smart Citations."
• Semantic Scholar: Uses AI to provide summaries for scholarly papers. Also offers Semantic Reader.

Applications

• MindStudio: Online platform to create your own AI apps.

Audio

• Adobe Podcast AI: Cleans up voice recordings, improves microphone settings, edit audio in web browser.

Coding

• Amazon CodeWhisperer: Amazon's AI-powered coding assistant.
• CoCalc: Web-based software that enables collaboration in research, teaching, and scientific publishin. Formerly called SageMathCloud.
• Einblick: Converts natural language to Python.
• FlutterFlow: App design and development tool.
• GitHub Copilot: Cloud-based artificial intelligence tool that autocompletes computer code.
• Korbit: AI-powered mentorship.

Data

• WolframAlpha: AI answer engine.

Data Analysis and Visualization

• Akkio: Data transformation and visualization no-code AI tool. Chat with live data and use generative insights.
• Findly: Freemium tool (requires Google account for signup). Query databases in natural language. Works in Slack and integrates with Google Analytics, Facebook Ads, BigQuery, and databases.
• Google Charts: Free (open source). Visualize interactive data on your website. Works on major browsers and platforms.
• Graphy: Freemium tool (requires Google account for signup). Embed on website (free version is watermarked). Uses AI to provide basic analysis via charts. Can link to data via Chrome extension.
• HiPlot (Meta): “Interactive visualization tool to help AI researchers discover correlations and patterns in high-dimensional data.” Install from GitHub (https://github.com/facebookresearch/hiplot) or install with pip install hiplot. Will run in Jupyter notebooks.
• Julius: Freemium Data analysis and visualization tool that allows you to chat with files. 50% academic discount. Exports to CSV and Excel.
• Jupyter Notebooks: Open-source web application that allows you to create and share documents that contain live code, equations, visualizations, and narrative text. Can be used for data visualization and machine learning (and more). Can be run online without requiring students to install anything on their computers. Additional visualization tools include:
• Altair (altair-viz.github.io).
• Bokeh (docs.bokeh.org).
• Jupyter Widgets (ipywidgets.readthedocs.io).
• Plotly (plotly.com/graphing-libraries/).
• Looker Studio: Free web-based data visualization tool (Looker Studio Pro costs $9 per month per project per user). Integrates very well with Google services. Comparable with Tableau.
• Microsoft Fabric: Freemium (pay-as-you-go or reservation) real time analytics and business intelligence tool. Can work with data lakes (OneLake). Integrates Microsoft Power BI, Azure Synapse Analytics, and Azure Data Factory. 
• PlotGPT: Visualize and analyze ChatGPT data.
• Polymer: No-code visualization tool. Works with data from CSV, Dropbox, Facebook Ads, Google, Jira, Shopify, Stripe, Zendesk. Uses AI to make presentation and analysis suggestions.
• Qlik: No-code analysis and visualization tool. Links to Cloud-hosted data.
• Tableau (Salesforce): Queries large datasets to provide interactive visualizations. Free for instructors. One year access for students.

Detecting Cheating

Please note: General consensus is that detection of AI-generated text is problematic, unreliable, and lacks forensic proof.

• AI Text Classifier: Free tool to "spark discussions on AI literacy."
• AI Writing Check: Free service developed by Quill.org and CommonLit.org.
• Copyleaks: AI content detector and plagiarism checker.
• Content at Scale AI Detector: AI generative text and image detector.
• Crossplag: AI content detector and plagiarism checker. Freemium service.
• DetectorTools.AI: Curated database of artificial intelligence detector tools
• GPT-2 Output Detector Demo: Online demo of the GPT-2 output detector model.
• GPTZero: Edward Tian, a computer science student at Princeton, built a tool to identify text created by ChatGPT. Looks at "perplexity" and "burstiness" in text and assigns each of those variables a score.
• Honorlock: Uses AI to detect cheating.
• Originality.AI: AI content detector and plagiarism checker. Automated billing per 100 words scanned.
• Proctorio: Uses AI to detect cheating.
• Semrush Plagiarism Checker: Checks if content was plagiarized or AI generated,
• Turnitin’s AI writing and ChatGPT detection capability: This is available in D2L at DePaul. Instructions in how to activate can be found here.
• Winston AI: AI content detector and plagiarism checker. Freemium service.

Digital Marketing

• 6sense: B2B customer prediction.
• ABtesting.ai: AI A/B landing page optimization.
• AdCreative.ai: AI-assisted banners and creative.
• AiAdvertising: AI advertising platform.
• AIMultiple: Aggregate public and private data on B2B technology.
• AI Optimize: Dynamically personalizes website content for each visitor.
• Amazon Personalize: ML-powered personalization.
• Attention Insight: Pre-launch analytics tool.
• Canva: AI-powered design tools.
• Ceros: AI-powered design tools.
• Drift: Lead generation.
• Dynamic Yield: Experience optimization platform.
• Engage AI: Uses OpenAI’s GPT to generate comments with prospects on LinkedIn.
• Lately: Lead generation.
• MarketMuse: AI-powered content creation and analysis.
• Mutiny: No-code personalization for B2B. Has performance tracking.
• Optimizely:A/B testing, multivariate testing tools, website personalization, feature toggle capabilities, web content management, and digital commerce solutions.
• QuantPlus: Deconstructs ads into individual text and image elements, categorizes them, and compares each element for ad performance.
• rasa.io: Custom newsletters.
• Unbounce: AI-powered landing page creation and optimization platform.
• VWO: Website optimization.
• Writer: AI-powered writing tool. Maintains consistent message, style, and grammar across content.
• Yext: AI-powered CMS delivers content to websites, apps, and workspaces.

Excel/Numbers/Sheets

• AI Excel Bot: Generate Excel or Google Sheets formulas with text prompts.
• Formula Bot: Generate Excel or Google Sheets formulas with text prompts.

Face Recognition

• Seventh Sense: AI-based computer vision tasks for the defense, security, surveillance and retail markets.

Government

• AI.gov: "A website dedicated to connecting the American people with information on federal government activities advancing the design, development, and responsible use of trustworthy artificial intelligence (AI)"
• Blueprint for an AI Bill of Rights
• Proposal for a Regulation laying down harmonised rules on artificial intelligence: EU AI act.
• UK Center for Data Ethics and Innovation: Launched 2018.
• UK Office for Artificial Intelligence: Launched 2018. The UK Government published its AI White Paper on 29 March 2023.

Hardware

• Amazon Alexa: Amazon's AI hardware assistants.
• Humane Ai Pin: Wearable pin.
• Plaud: AI-powered notetaking devices.
• Rabbit r1: AI personal assistant device. Co-designed by Teenage Engineering.
• Ray-Ban Meta Smart Glasses: AI smart glasses that connect to Meta's services.
• Rewind Pendant: Wearable microphone to record, recall, and recover important moments and information.

Image Generation

• Adobe Firefly: Adobe tool focussed on generating images and text
• Astria: Tailor-made AI image generation.
• Craiyon: Formerly DALL-E mini, is an AI model that can draw images from any text prompt. Free to use.
• DALL-E: An AI system that can create realistic images and art from a description in natural language. Free to use, but you need to be granted an account.
• Deep Dream Generator: AI art generator amd social media app.
• Generative AI by Getty Images: Trained on the Getty Images library (full copyright indemnification).
• GhostlyStock: Freely-usable AI stock art.
• Have I Been Trained?: Search for your art or likeness in AI training datasets.
• Ideogram: Competitor to DALL-E and Midjourney. Very good at generating text.  
• Image Creator: Part of Microsoft Bing.
• Imagen: Google's AI image generation system. Not available to the public.
• Imagine with Meta AI: Meta's text to image tool. Uses the Emu model to create images (trained on Facebook and Instagram images).
• Lensa: All-in-one image editing app that takes your photos.
• Microsoft Designer: Image creation and editing.
• Midjourney: Independent research lab that provides AI image generation via Discord.
• Stable Diffusion: Open source image-generating systems.
  • DiffusionBee: One-click installer to run Stable Diffusion locally on M1 Macs.
  • Draw Things: iOS (and macOS port) version of Stable Diffusion. For iPhone 11 and higher. Requires about 2GB for Stable Diffusion models.
  • Easy Diffusion: One-click installer to run Stable Diffusion on your own PC. Typically requires a gaming PC (6GB VRAM, 10GB spare space).
  • Playground: Online AI image creator.
  • Runway: Online AI image and video creator.

AI Image Generation Search Engines

• KREA: Explore millions of Stable Diffusion prompts and images.
• Lexica: Stable Diffusion search engine.

Interior Design

• Interior AI: AI interior design.
• Leaperr: AI interior design.
• roomGPT: AI interior design.

Interview Preparation

• Big Interview: AI-powered mock-interview platform.
• Interview.ai: AI-powered pre-screening for video interviews.

Language Translation

• DeepL: Free and paid language translation.

Local Large Language Models

• FreedomGPT: Uncensored local chatbots.
  • macOS.
  • Windows.
• GPT4All: Ecosystem to run powerful and customized large language models that work locally on consumer grade CPUs and any GPU.
  • Linux.
  • macOS.
  • Windows.
• llamafile: Distribute and run LLMs with a single file.
  • Linux.
  • macOS.
    • Simon Willison’s instructions for installing multimodal LLaVA 1.5 on a M2 Mac.
  • Windows.
• LLM: CLI utility and Python library to run LLMs on your own hardware.
• LLM Farm: Install Llama 2, Orca, Mistral, and other LLMs on macOS and iOS.
• LM Studio: Run LLMs on your laptop.
  • macOS.
  • Windows.
• MLC LLM: Universal solution to run on various hardware options.
  • Android.
  • iOS.
• Ollama: Tool for running LLMs on your own hardware.
  • Linux.
  • macOS.
  • Windows.

Legal

• Coalition for Content Provenance and Authenticity (C2PA): “Addresses the prevalence of misleading information online through the development of technical standards for certifying the source and history (or provenance) of media content. C2PA is a Joint Development Foundation project, formed through an alliance between Adobe, Arm, Intel, Microsoft and Truepic.”
• Stable Diffusion Frivolous: Response to the class action Stable Diffusion lawsuit created by "tech enthusiasts uninvolved in the case, and not lawyers, for the purpose of fighting misinformation."

Logo Creator

• logomaster.ai: Creating a logo is free. You pay to download the image.
• Logo Maker: LogoAI's tool.
• Logo Maker: Tailor Brands' logo maker.
• Looka: Guided ;path to create AI logos.

Mind Maps

• Whimsical: AI for Mind Maps.

Miscellaneous

• DoNotPay: Robot lawyer to appeal fines, cancel subsriptions, etc.
• Infinite Odyssey Magazine: The first Sci-Fi Magazine entirely created by Artificial Intelligence

Music

• Music-Map: Music recommendation mind map.
• Suno AI: AI-powered song generator.
• Udio: AI-powered song generator.

News

• Discover Daily: AI-generated podcast leveraging Perplexity’s Discover feed and narrated by one of ElevenLab's AI voices.
• Fedha: AI presenter at Kuwait News.
• Xinhua: AI anchor at Xinhua New.

Note Taking and Personal Organization

• Mem: Self-organizing workspace.
• NotebookLM: Google's AI-powered note-taking app.

Organizations

• Center for AI Safety (CAIS).

Personalized Learning

• Khanmigo: On-demand assistance, developed by Khan Academy, for test preparation and learning new skills.&
• (k)NudgingAI: AI teaching assistant.
• MathGPT: Streamlit app that uses GPT-3 and Numpy to handle mathematical operations (vectors, matrices) and college physics problems. Created by José Manuel Nápoles Duarte.
• Photomath: On-demand mathematics help for students (problem scanning, smart calculator, step-by-step solutions).
• Socratic: App (iOS and Android) for assistance with homework.

Presentations

• Beautiful.ai: Smart Slide templates with AI-assisted design, animations, customization options. Students who can access a free annual Pro subscription by verifying their .edu account.
• Gamma: AI-assisted generation of presentations, documents, or web pages.
• SlidesGPT: AI-assisted generation of PowerPoint and Google Slides.

Privacy

• LLM Privacy: Current LLMs can accurately infer a wide range of personal details (like location, income, sex) from text, posing a significant privacy threat.

Prompt Engineering

Please note: Recent research suggests that AI models are more effective than humans at generating prompts autonomously. Additionally, many prompt techniques may not be generalizable across models.

• Anthropic's prompt library; Designed for Claude.
• Awesome ChatGPT Prompts: Collection of prompt examples to be used with the ChatGPT model.
• More Useful Things: Ethan Mollick''s companion site to One Useful Thing, containing resources and prompts.
• Prompt Engineering Guide: Latest papers, learning guides, models, lectures, references, new LLM capabilities, and tools related to prompt engineering.
• PromptPerfect: Prompt optimizer designed for large language models (LLMs).

Quiz and Teaching Content Generation

• Conker: Quiz generation tool.
• Knowt: Flashcards, quizzes, and review games.
• Questgen: Quiz generation tool.
• QuestionWell: Quiz generation tool.
• Quizlet: Flashcards, study modes, and games.
• TeacherMatic: Creates quizzes, lesson objectives, rubrics, etc.
• Testportal: Quiz generation tool.
• Twee: Create quiz questions from YouTube videos.

Search

• Andi: Chatbot-style search engine.
• Bard: Google's AI-powered search engine.
• Bing: Microsoft's AI-powered search engine.
• Brave: AI-powered search.
• Metaphor: AI-powered search. More information about the tool here.
• Perplexity: Chatbot-style search engine.
• Phind: AI-powered search and assistant for programmers.

Security

• Bring Sydney Back: Cristiano Giardina’s demonstration of "indirect prompt injection” threats to LLMs.
• SAIF: Google’s Secure AI Framework.

SEO (Search Engine Optimization)

• AlliAI: No-code SEO. 
• Copy.ai: AI writing tool for sales and marketing teams.
• Frase: research, write, and optimize content.
• GrowthBar: AI Writing Tool for SEO.

Simulations

• Soul Machines' Digital Francis: Francis Ngannou Digital Twin.

Social Media

• Agorapulse: Social media content creation with integrated AI tools.
• Flick: AI Social Marketing Assistant.
• GoCharlie: AI tool to create written and visual content. Focus is on blogs and social media.
• Omneky: AI-powered social media ads.

Sustainability

• CodeCarbon: Python package. Estimates the amount of carbon dioxide (CO2) produced by the cloud or personal computing resources used to execute the code. Shows how to lessen emissions.

Teaching

• Merlyn: AI assistant for teachers designed to reduce time spent on administrative tasks and promote more engagement between teachers and students.
• Writable: Education platform designed to support teachers with AI-assisted curriculum creation, feedback, prompt generation, and grading.

Video

• CapCut: All-in-one video editing and image design.
• DeepBrain: All-in-One AI video generator.
• D-ID: Digital avatars.
• Descript: Video and podcasts editing tool.
• HeyGen: Digital avatar and platform that translates videos into different languages.
• Opus Clip: AI-powered video repurposing
• Pictory: Creates video content from scripts, articles, longer videos, and visuals.
• Runway: Creative suite for images, video, and editing.
• Synthesia: AI video creation. Stock AI avatars and option to create a personalized avatar. Speaks in 120 languages.
• Synthesys: AI content suite.
• Vidyo: Make short videos from longer ones.

Voice

• Azure AI Speech: Microsoft's text to speech avatar. 
• FakeYou: AI text to speech and voice to voice. 
• Murf: AI text to speech.
• Play.ht: AI voice generator and realistic text to speech.
• Speechify: AI-powered text to speech app.
• VoicePrivacy: Organization developing privacy preservation solutions for speech technology, via anonymization and pseudonymization to suppress personally identifiable information contained within recordings of speech while preserving linguistic content and speech quality/naturalness.

Voice to Text

• AudioPen: AI-powered transcription of voice notes.
• Fireflies: Automatically record and transcribe meetings.
• MeetGeek: Transcribes conversation in a meeting and provides a summary.
• Whisper: Open-source automatic speech recognition (ASR) system.

Writing

• EleutherAI: A decentralized collective of volunteer researchers, engineers, and developers focused on AI alignment, scaling, and open source AI research.
• Ginger: AI-powered writing assistant.
• Grammarly: AI tool to improve grammar, spelling, and avoid plagiarism.
• Hemingway: "Makes your writing bold and clear."
• HyperWrite: AI-powered writing assistant and personal productivity tool  
• InstaText: AI-powered writing assistant and editing tool.
• Jasper: AI copywriting tool.
• Jenni: AI writing assistant.
• Lex: AI-assisted word processor.  
• Notion AI: AI assistant to writing app.
• Phrasee: AI marketing message assistant.
• ProWritingAid: AI writing assistant.
• QuillBot: AI-powered paraphrasing tool.
• ShortlyAI: AI writing partner.
• Silatus: Professional business writing tool for document creation. Specializes in job descriptions, product documentation, and research automation.
• SmartWriter: AI writing assistant for personalised email.
• Sudowrite: AI assistant for creative writers.
• SummarizeBot: summarizes text.
• Tome: AI storytelling assistant.
• Trinka: Grammar checker and language correction AI tool for academic and technical writing.
• Wordtune: AI writing assistant.

Books

• AI 2041 by Kai-Fu Lee and Chen Qiufan
• Artificial Intelligence: A Modern Approach, 4th US ed. by Stuart Russell and Peter Norvig
• Artificial Intelligence Engines: A Tutorial Introduction to the Mathematics of Deep Learning by James V. Stone
• Artificial Intelligence with Python: Your complete guide to building intelligent apps using Python 3.x, 2nd Edition by Alberto Artasanchez and Prateek Joshi
• Deep Learning by Ian Goodfellow and Yoshua Bengio and Aaron Courvill
• Pattern Recognition and Machine Learning by Christopher M. Bishop
• Rebooting AI by Gary Marcus and Ernest Davis

Research

• Bender, E. M., Gebru, T., McMillan-Major, A., & Shmitchell, S. (2021, March). On the Dangers of Stochastic Parrots: Can Language Models Be Too Big?🦜. In Proceedings of the 2021 ACM conference on fairness, accountability, and transparency (pp. 610-623). 
• Borade, & Netak, L. D. (2021). Automated Grading of Essays: A Review. In Intelligent Human Computer Interaction (pp. 238–249). Springer International Publishing.
• Evans, O., Lin, S., & Hilton, J. (2022). How do new models from OpenAI, DeepMind and Anthropic perform on TruthfulQA. In AI Alignment Forum. 
• Charlie Giattino, Edouard Mathieu, Julia Broden and Max Roser (2022) - "Artificial Intelligence". Published online at OurWorldInData.org. Retrieved from: 'https://ourworldindata.org/artificial-intelligence'
• Finnie-Ansley, J., Denny, P., Becker, B. A., Luxton-Reilly, A., & Prather, J. (2022, February). The robots are coming: Exploring the implications of openai codex on introductory programming. In Australasian Computing Education Conference (pp. 10-19).
• Goldstein, J. A., Sastry, G., Musser, M., DiResta, R., Gentzel, M., & Sedova, K. (2023). Generative Language Models and Automated Influence Operations: Emerging Threats and Potential Mitigations. arXiv preprint arXiv:2301.04246. 
• Huang, Shaohan, Li Dong, Wenhui Wang, Yaru Hao, Saksham Singhal, Shuming Ma, Tengchao Lv et al. "Language Is Not All You Need: Aligning Perception with Language Models." arXiv preprint arXiv:2302.14045 (2023).
• Jobin, A., Ienca, M., & Vayena, E. (2019). The global landscape of AI ethics guidelines. Nature Machine Intelligence, 1(9), 389-399. 
• Köbis, & Mossink, L. D. (2021). Artificial intelligence versus Maya Angelou: Experimental evidence that people cannot differentiate AI-generated from human-written poetry. Computers in Human Behavior, 114,  
• Mollick, E. R., & Mollick, L. (2022). New Modes of Learning Enabled by AI Chatbots: Three Methods and Assignments. Available at SSRN. 
• Mollick, E. R., & Mollick, L. (2023). Using AI to implement effective teaching strategies in classrooms: Five strategies, including prompts. Including Prompts (March 17, 2023). 
• Moya, B., Eaton, S. E., Pethrick, H., Hayden, K. A., Brennan, R., Wiens, J. McDermott, B., Lesage, J. (2023). Academic integrity and artificial intelligence in higher education contexts: A rapid scoping review protocol. Canadian Perspectives on Academic Integrity, 5(2), 59-76.
• Tang, J., LeBel, A., Jain, S. et al. Semantic reconstruction of continuous language from non-invasive brain recordings. Nat Neurosci (2023). https://doi.org/10.1038/s41593-023-01304-9
• Vaswani, A., Shazeer, N., Parmar, N., Uszkoreit, J., Jones, L., Gomez, A. N., ... & Polosukhin, I. (2017). Attention is all you need. Advances in neural information processing systems, 30.

Useful Reading

• AI Homework
• How an indie dev used ChatGPT to build an iPhone app from scratch
• If you’re not using ChatGPT for your writing, you’re probably making a mistake
• The College Essay Is Dead
• The Full Story of Large Language Models and RLHF
• What do AI chatbots really mean for students and cheating?
• What Is ChatGPT Doing … and Why Does It Work?

Online Courses

• AI Ethics: A collection of lectures on the ethical implications of data and artificial intelligence from different perspectives. 
• Andrej Karpathy's Intro to Large Language Models.
• ChatGPT Prompt Engineering for Developers
• CS11-711 Advanced NLP  
  • Prompting Lecture Video
• Elements of AI (followed by)
  • Building AI
  • Ethics of AI
• Learn Prompting: Introductory course on prompt engineering.
• Hugging Face Courses
• LinkedIn Learning
  • ChatGPT Prompt Engineering for Developers
  • How to Research and Write Using Generative AI Tools
  • Introduction to Prompt Engineering for Generative AI
  • Prompt Engineering: How to Talk to the AIs
• Neural Networks and Deep Learning 
• Prompt Engineering 101: Autocomplete, Zero-shot, One-shot, and Few-shot prompting 
• Supervised Machine Learning: Regression and Classification.
• Udacity's School of Artificial Intelligence.