Non-Technical Primer On AI - Reference Links

MY FAVORITE RESOURCES FOR AI

Favorite Courses and Learning Resources

Andrew Ng and DeepLearning AI

https://www.deeplearning.ai/

Lex Fridman Podcast and Lectures

https://www.youtube.com/@lexfridman

Cassie Kozyrkov

https://www.youtube.com/@kozyrkov

Favorite Books on Topic of AI

AI Superpowers: China, Silicon Valley, and the New World Order by Kai-Fu Lee

https://www.amazon.com/AI-Superpowers-China-Silicon-Valley/dp/0358105587/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1700139845&sr=1-2

Human Compatible: Artificial Intelligence and the Problem of Control by Stuart Russel

https://www.amazon.com/Human-Compatible-Artificial-Intelligence-Problem/dp/0525558632/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1700139940&sr=1-1

How Smart Machines Think by Sean Gerrish

https://www.amazon.com/Smart-Machines-Think-Sean-Gerrish-ebook/dp/B08BSZN7L7/ref=sr_1_1?crid=371B1BIQXA9GF&keywords=how+smart+machines+think&qid=1700140059&s=books&sprefix=how+smart+machines%2Cstripbooks%2C135&sr=1-1

Favorite Resources for Modern Research on AI

Two Minute Papers

https://www.youtube.com/@TwoMinutePapers

Papers with Code:

https://paperswithcode.com/

Hugging Face

https://huggingface.co/

Favorite Movies on AI

AlphaGo

https://www.youtube.com/watch?v=WXuK6gekU1Y

Ex Machina

https://en.wikipedia.org/wiki/Ex_Machina_(film)

 

AI AND ML INTRODUCTION

Machine Learning Explained

https://mitsloan.mit.edu/ideas-made-to-matter/machine-learning-explained

Introduction to Data for Machine Learning:

https://www.geeksforgeeks.org/ml-introduction-data-machine-learning/

Data Collection and Labeling Market Size

https://www.grandviewresearch.com/industry-analysis/data-collection-labeling-market

HISTORY OF AI

How Did A.I. Art Evolve? Here’s a 5,000-Year Timeline of Artists Employing Artificial Intelligence, From the Ancient Inca to Modern-Day GANs

https://news.artnet.com/art-world/artificial-intelligence-art-history-2045520

Turing Test

https://plato.stanford.edu/entries/turing-test/

Professor’s perceptron paved the way for AI – 60 years too soon

https://news.cornell.edu/stories/2019/09/professors-perceptron-paved-way-ai-60-years-too-soon

AI Winter

https://en.wikipedia.org/wiki/AI_winter

How Deep Blue vs Kasparov Changed AI Forever

https://aibusiness.com/ml/25-years-ago-today-how-deep-blue-vs-kasparov-changed-ai-forever

Mechanical Turk

https://en.wikipedia.org/wiki/Mechanical_Turk

AlexNet and ImageNet: The Birth of Deep Learning

https://www.pinecone.io/learn/series/image-search/imagenet/

2007 DARPA Urban Challenge

https://www.darpa.mil/about-us/timeline/darpa-urban-challenge

AlphaGo Explained

https://hackernoon.com/the-3-tricks-that-made-alphago-zero-work-f3d47b6686ef

AlphaGo vs AlphaZero

https://arstechnica.com/science/2018/12/move-over-alphago-alphazero-taught-itself-to-play-three-different-games/

AlphaStar: Grandmaster level in StarCraft II

https://deepmind.google/discover/blog/alphastar-grandmaster-level-in-starcraft-ii-using-multi-agent-reinforcement-learning/

Statement on AI risk of extinction

https://en.wikipedia.org/wiki/Statement_on_AI_risk_of_extinction

Moore's Law Explained

https://en.wikipedia.org/wiki/Moore%27s_law

AI Investment Statistics

https://www.statista.com/statistics/1379078/corporate-ai-investment/

APPLIED AI APPLICATIONS

Object and Image Recognition

https://www.v7labs.com/blog/image-recognition-guide

Scene Understanding

https://pantelis.github.io/cs677/docs/common/lectures/scene-understanding/scene-understanding-intro/

Epic Kitchens Dataset

https://epic-kitchens.github.io/2023

How do self-driving cars work?

https://www.thezebra.com/resources/driving/how-do-self-driving-cars-work/

How Image Generation GAN's work

https://www.analyticsvidhya.com/blog/2021/03/why-are-generative-adversarial-networksgans-so-famous-and-how-will-gans-be-in-the-future/#:~:text=GANs%20are%20usually%20trained%20to,digit%20images%20that%20look%20like

APPLIED AI BY INDUSTRY

AI in Agriculture — The Future of Farming

https://intellias.com/artificial-intelligence-in-agriculture/

5 Examples of Artificial Intelligence in Finance

https://www.fool.com/investing/stock-market/market-sectors/information-technology/ai-stocks/ai-in-finance/

Artificial Intelligence in Healthcare

https://en.wikipedia.org/wiki/Artificial_intelligence_in_healthcare

AlphaFold: a solution to a 50-year-old grand challenge in biology

https://deepmind.google/discover/blog/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology/

7 Practical Ways to Use ChatGPT in Your Business

https://phildrinkwater.coach/7-practical-ways-to-use-chat-gpt-in-your-business/

Coding Smarter with ChatGPT

https://jenni.ai/chat-gpt/coding-uses

Chain of Thought Prompting in ChatGPT

https://learnprompting.org/docs/intermediate/chain_of_thought

ENVIRONMENTAL IMPACT

Generative AI’s Energy Problem Today Is Foundational Before AI can take over, it will need to find a new approach to energy

https://spectrum.ieee.org/ai-energy-consumption?ref=dl-staging-website.ghost.io

UW researcher discusses just how much energy ChatGPT uses

https://www.washington.edu/news/2023/07/27/how-much-energy-does-chatgpt-use/

The Green Dilemma: Can AI Fulfil Its Potential Without Harming the Environment?

https://earth.org/the-green-dilemma-can-ai-fulfil-its-potential-without-harming-the-environment/

TechScape: Turns out there’s another problem with AI – its environmental toll

https://www.theguardian.com/technology/2023/aug/01/techscape-environment-cost-ai-artificial-intelligence

AI TECHNOLOGY CHALLENGES

Video appears to show a Tesla's Autopilot system confusing horse-drawn carriage for truck

https://www.businessinsider.com/video-tesla-autopilot-appears-to-confuse-horse-drawn-carriage-truck-2022-8

Mirrors in Deep Learning

https://harshaangeri.medium.com/mirror-mirror-on-the-wall-ai-deep-learning-needs-to-learn-it-all-ad221bd399e1

Can Robots Crack a Joke? The Limits of AI’s Humor Understanding

https://neurosciencenews.com/ai-humor-23736/

AI ETHICAL AND SOCIAL CHALLENGES - BIAS

Racial Discrimination in Face Recognition Technology

https://sitn.hms.harvard.edu/flash/2020/racial-discrimination-in-face-recognition-technology/

Police Facial Recognition Technology Can't Tell Black People Apart

https://www.scientificamerican.com/article/police-facial-recognition-technology-cant-tell-black-people-apart/

Algorithmic Bias in Health Care Exacerbates Social Inequities — How to Prevent It

https://www.hsph.harvard.edu/ecpe/how-to-prevent-algorithmic-bias-in-health-care/

Speech Recognition Tech Is Yet Another Example of Bias

https://www.scientificamerican.com/article/speech-recognition-tech-is-yet-another-example-of-bias/

Large language models are biased. Can logic help save them?

https://news.mit.edu/2023/large-language-models-are-biased-can-logic-help-save-them-0303

Amazon scraps secret AI recruiting tool that showed bias against women

https://www.reuters.com/article/us-amazon-com-jobs-automation-insight-idUSKCN1MK08G

AI ETHICAL AND SOCIAL CHALLENGES – LLM’S

Ethical and social risks of harm from Language Models

https://arxiv.org/pdf/2112.04359.pdf

Tay, Microsoft's AI chatbot, gets a crash course in racism from Twitter

https://www.theguardian.com/technology/2016/mar/24/tay-microsofts-ai-chatbot-gets-a-crash-course-in-racism-from-twitter

Attorneys Face Sanctions After Citing Case Law ‘Hallucinated’ by ChatGPT

https://www.pymnts.com/artificial-intelligence-2/2023/attorneys-face-sanctions-after-citing-information-hallucinated-by-chatgpt/

Man ends his life after an AI chatbot 'encouraged' him to sacrifice himself to stop climate change

https://www.euronews.com/next/2023/03/31/man-ends-his-life-after-an-ai-chatbot-encouraged-him-to-sacrifice-himself-to-stop-climate-

President Biden Issues Executive Order on Safe, Secure, and Trustworthy Artificial Intelligence

https://www.whitehouse.gov/briefing-room/statements-releases/2023/10/30/fact-sheet-president-biden-issues-executive-order-on-safe-secure-and-trustworthy-artificial-intelligence/#:~:text=The%20Executive%20Order%20establishes%20new,around%20the%20world%2C%20and%20more

Blueprint for an AI Bill of Rights

https://www.whitehouse.gov/ostp/ai-bill-of-rights/

Zero Trust AI Governance

https://ainowinstitute.org/wp-content/uploads/2023/08/Zero-Trust-AI-Governance.pdf

 

APPLIED AI IN M&E - BUSINESS

Role of AI in the media and entertainment industry: Real-world use cases and examples

https://www.leewayhertz.com/ai-in-media-and-entertainment/

AI Use Cases in Hollywood

https://dougshapiro.medium.com/ai-use-cases-in-hollywood-362707e899f1

Netflix Recommendations: How Netflix Uses AI, Data Science, And ML

https://www.simplilearn.com/how-netflix-uses-ai-data-science-and-ml-article

Understanding AI in DAM and How It’s Transforming Asset Management

https://openasset.com/blog/ai-dam/

What Is The Advent And Future Of AI In AR/VR Gaming Technology?

https://www.forbes.com/sites/forbestechcouncil/2023/08/25/what-is-the-advent-and-future-of-ai-in-arvr-gaming-technology/?sh=2554985a614d

Logo Detection Explained: 5 ways Visual AI is building Business Visionaries

https://www.newsbridge.io/blog/logo-detection-explained-5-ways-visual-ai-is-building-business-visionaries

This Gamer Turned EEG Tech Into a Game Controller Questing through Elden Ring on the power of thought alone

https://spectrum.ieee.org/elden-ring-hands-free-controller

APPLIED AI IN M&E - CREATIVE

GENERATIVE AI APPLICATIONS - IMAGES

Midjourney

https://www.midjourney.com/home?callbackUrl=%2Fexplore

OpenAI DALL-E

https://openai.com/dall-e-3

Stable Diffusion

https://stability.ai/

PROMPTING IMAGES FROM TEXT GUIDES

Best Midjourney Prompts: an epic list of 644 crazy text to image ideas

https://www.creativindie.com/best-midjourney-prompts-an-epic-list-of-crazy-text-to-image-ideas/

The DALL·E 2 Prompt Book

https://dallery.gallery/the-dalle-2-prompt-book/

How to Engineer the Perfect Stable Diffusion Prompt

https://blog.segmind.com/guide-to-prompt-engineering-for-stable-diffusion/#:~:text=Prompts%20are%20crucial%20components%20in,to%20produce%20a%20specific%20output

APPLIED USE CASES

Supercharging Storyboarding with Generative AI

https://medium.com/@turc.raluca/supercharging-storyboarding-with-generative-ai-c7bcfd002db1

How Generative AI Assists with Brainstorming and Ideation

https://letsenhance.io/blog/all/how-generative-ai-assists-with-brainstorming-and-ideation/#:~:text=This%20framing%20can%20be%20used,in%20just%20a%20few%20minutes

GENERATIVE AI APPLICATIONS - VIDEO

GENERATIVE AI VIDEO APPLICATIONS

Kaiber AI

https://kaiber.ai/

Runway ML

https://runwayml.com/

Pika Labs

https://www.pika.art/

PROMPTING

Master the Art of Prompting with Kaiber: A Comprehensive Guide to Crafting Captivating AI-Generated Videos

https://weloveai.ca/master-the-art-of-prompting-with-kaiber/

Best Prompts for Runway Gen-2 (AI Video Generation Techniques)

https://aituts.com/runway-prompts/

Perfecting Pika Labs Prompting

https://pikalabs.org/perfecting-pika-labs-prompting/

APPLIED USE CASES

5 Examples of Generative AI-Made Videos for Corporate Use

https://hourone.ai/blog/5-examples-generative-ai-made-videos/

Top Generative AI Industry Applications of 2023: An In-Depth Look

https://www.turing.com/resources/generative-ai-applications

Generative AI Use Cases

https://www.lionbridge.com/blog/translation-localization/generative-ai-use-cases/

 

GENERATIVE AI IN ADOBE PRODUCTS

Adobe Firefly

https://www.adobe.com/sensei/generative-ai/firefly.html

See how Photoshop AI Generative Fill feature changes designers’ lives

https://dataconomy.com/2023/05/29/photoshop-ai-generative-fill-examples/

Adobe unveils three new generative AI models, including the next generation of Firefly

https://www.zdnet.com/article/adobe-unveils-three-new-generative-ai-models-including-the-next-generation-of-its-firefly-text-to-image-generator/

AI IN DEEPFAKES

How a deepfake Tom Cruise on TikTok turned into a very real AI company

https://www.cnn.com/2021/08/06/tech/tom-cruise-deepfake-tiktok-company/index.html

The Star Wars deepfake so incredible the creator got hired by Lucasfilm

https://www.creativebloq.com/news/star-wars-deepfake

Netflix vs Deepfake: The Irishman

https://medium.com/predict/netflix-vs-deepfake-the-irishman-1d4754de2701

AI IN THE MUSIC INDUSTRY

The Future of Music: How Generative AI Is Transforming the Music Industry

https://a16z.com/the-future-of-music-how-generative-ai-is-transforming-the-music-industry/

Viral AI-Generated Drake Song ‘Heart on My Sleeve’ Removed from Spotify, YouTube

https://www.vice.com/en/article/xgwx44/heart-on-my-sleeve-ai-ghostwriter-drake-spotify

Turn ideas into music with MusicLM

https://blog.google/technology/ai/musiclm-google-ai-test-kitchen/

Grimes Unveils Software to Mimic Her Voice, Offering 50-50 Royalties for Commercial Use

https://pitchfork.com/news/grimes-unveils-software-to-mimic-her-voice-and-announces-2-new-songs/

DEMO VIDEOS

Margaret Thatcher Reads Terminator 2

https://vimeo.com/744701186?share=copy

GlobalSpeak Gen AI on the Fly with AppTek JFK TTS

https://vimeo.com/885281431?share=copy

Questions?

Ping me anytime:

Kyle Maddock - kmaddock@apptek.com

1-202-413--8654

Linkedin: https://www.linkedin.com/in/kyle-maddock-665a312/

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