AI For Everyone

1. Conclusion What you've learned What is AI? Building AI projects Building AI in your company AI and society 앞으로 공부를 더 해라! 2. Week 4 Quiz 현재 AI 기술의 한계 편향, 차별, adversarial attack에 취약, 설명하기 어려움 인공지능의 기술에 대해 지나치게 낙관/비관적이면 안된다. bias를 예방하는 방법 포괄적이고 덜 편향된 데이터 사용하기 bias를 평가하는 시스템 도입 기술적 해결 adversarial attacks yes대신 no로 인식하게 만들기 이미지를 미묘하게 바꾸고 개 대신 고양이로 인식하게 하기 스티커를 추가하여 원래 사물을 인식하지 못하게 만들기 각 지역별로 강점있는 ..

1. Adverse uses of AI DeepFakes Synthesize video of people doing things they never did Undermining of democracy and privacy Oppressive surveillance Generating fake comments Spam vs. anti-spam and fraued vs. anti-fraud 2. AI and developing economies Developing economies 기술이 발전함에 따라 개발도상국들은 선진국이 이미 거쳐갔던 단계를 반복할 필요가 없다. 성장 단계에 있어서 일종의 '도약'이 가능한 것이다. How developing economies can build AI US and Chin..

1. A realistic view of AI Goldilocks rule for AI Toop optimistic: Sentient / super-intelligent AI killer robots coming soon Too pessimistic: AI cannot do everything, so an AI winter is coming Just right: AI can't do everything, but will transform industries Limitations of AI Performance limitations Explainability is hard (but sometimes doable) Biased AI through biased data Adversarial attacks on..

1. Survey of major AI application areas (optional) Computer Vision Image classification/Object recognition Face recognintion Object detection Image segmentation Tracking Natural Language Processing Text classification Sentiment recognition Information retrieval E.g., web search Name entity recognition Machine translation Ohters: parsing, part-of-speech tagging Speech Speech recognition (speech-t..

1. AI Transformation Playbook (Part 1) AI Transformation Playbook 1) Execute pilot projects to gain momentum 2) Build an in-house AI team 3) Provide broad AI training 4) Develop an AI strategy 5) Develop internal and external communications 1) Execute pilot projects to gain momentum More important for the initial project to succeed rather than be the most valuable Show traction within 6-12 month..

1. Case study: Smart speaker Steps to process the command : AI pipeline 1) Trigger word/wakeword detection Audio : "Hey device" 2) Speech recognition Audio : "tell me a joke" 3) Intent recognition input A : "tell me a joke" output B : joke? time? musci? call? weather? 4) Execute joke "Hey device, set imer for 10 minutes" Steps to process the command 1) Trigger word/wakeword detection Audio : "He..