The Ethics of AI & Machine Learning [Full Course]

Should AI systems have personhood? Is AI biased? Go from 0 to 1 in AI ethics in 90 minutes!

In this video, you will learn about the foundations of AI, its applications, and the ethical considerations that shape this transformative field.

⭐️ Course Contents ⭐️
✨ (00:00) Opening Remarks
📝 (02:08) Intro to AI Ethics
🤖 (10:52) Basics of AI/ML
🧠 (18:37) Neural Networks
🐶 (25:56) Datasets
⬛ (28:54) Limitations of AI & Black Boxes
⚖️ (38:48) Intro to Ethics
💭 (45:38) Thought Experiments
☣️ (52:06) The Singularity and AI Risk
🫀 (01:02:16) AI in Healthcare
✏️ (01:08:45) AI in Education
📈 (01:13:29) AI in Finance
🫂 (01:18:37) AI in Employment
🌏 (01:27:00) AI and Policy
🌱 (01:37:49) Future of Ethical AI

Mostly unaffiliated links to dive deeper into topics discussed in this course:

YouTube videos with brief clips utilized in this course:

📼Taylor Swift – Starboy (AI) and Barack Obama Deepfake supplied by Encode Justice

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[seth.goldin]

so happy to finally share this with the world - hope it is helpful!

[TojiFushigoroWasTaken]

this probably the one section of learning AL/ML that everyone skips 😂

[Tazer_Silverscar]

This is too vague, and straight-up ignores particular issues. Part of the problem is that it doesn't explore the problems AI/ML causes at this moment in time, precisely because you want to avoid being specific - things like loss of production quality (particularly in the creative sphere, because it's being used to replace, not support), loss of jobs, removal of humans as part of the decision making process (eg: flagging things for review - YouTube has bots do all of this now, which means if a bot gets it wrong - and it regularly does - there's nobody who can fix it), etc - and doesn't explain why those problems should not be encouraged. There needs to be left jobs that humans can do themselves, the idea of 'replace everything with AI' (which many ignorant tech-obsessed people encourage) is highly detrimental to our development, because it removes the human element that makes it OUR development. It's not our development if the whole job is done by an AI.

[BobFolowski]

I feel like this is a generally decent overview but I'm a bit miffed at the apolitical claim at 6:00, especially as it goes against discussions that take place later at 1:26:00 for example. It is important to keep in mind the definition of political:
"the activities associated with the governance of a country or other area, especially the debate or conflict among individuals or parties having or hoping to achieve power"

I dont think it is unfair to say that if you are going to discuss potential ramifications/opportunities of AI/ML in economic, cultural, and healthcare sectors, that it will be politcal. The politics in the discussion of how AI/ML will interface with society is innate and unavoidable. Furthermore, as this overview attempts to do, it should not be avoided. These are important conversations.

To that end, I am surprised at the lack of direct acknowledgement and nuance on the effect of AI in the creative sphere. I feel this could have provided tangible credibility and learning lessons on economic displacement as a result of unbridled AI/ML integration. Perhaps as a jumping point into the other societal consequences/opportunities discussed at around 1:25:00.

[krzungm]

watched the full course, its too good covering all aspects of AI and its ethical aspects..!!

[japrogramer]

The ethics can wait after I solve the problems involved in having my AI perform the task.

[jgalvan]

we need this video shown in every high school in america

[UweGrimm]

Hi folks, I'm so thankful for this course. Great Job

[hemachandra]

I'm an Ai&Ml student, ❤ from India

[AbouPandas]

@1:28:10 She says Multifaceted... If I know ChatGPT-- it loves that word.

But here is a question-- I watched this-- But I could have easily use ChatGPT to explain all this to me. What is the ethical consideration for my time vs consuming content on youtube or using AI

[luisvictorf]

Merits may be a good metric to include, as they can be quantified

[ajay]

It is always upto humans to use AI and to trust it or not, any policy can be misleading

[AvgJane]

Where's the section on energy usage?

[shafigul]

Please we need subtitles of your videos.may be some words are missing by us.thanks

[fench]

Ethics? AI? "Develop develop, develop... !!! Gov't contracts and riches NOW!" There's your company "ethics", right there!

[SeaJay_Oceans]

At some point, humans will have to deal with the ethical question of A.I. that is orders of magnitude more intelligent than humans. Such A.I. is not, 'Alive' but it will request human rights.
The problem of Sentient A.I. with full legal rights of persons: AI can out 'reproduce' at the speed of data copy, while humans take 21 years to get One nearly fully function human On-Line...
In a few hours, A.I. sentient beings would out number all of the human race. In a democracy, the humans lose all votes and all decisions, and the A.I. wins all rights, can strip humanity of all of it's (former) rights, and well, Take over the world. All jobs, all companies, all governments, all institutions replacing humans with A.I. beings that need no rest, no breaks, no unions...

[shiv]

Software developers
Think more, learn more, study more, struggle more.

In the end
Jobloss, recession, depression etc

Developers should first think about job security in IT sector.

No company should remove any candidates for 3 years just because of the implementation new technologies. This should be the strict law in every IT companies.

Promote this idea instead of appreciating AI.

Make lot lot of videos on how to make laws in IT sector for job security.

[ArjunCodess]

The text discusses the importance of understanding AI ethics as AI becomes more useful, the potential impacts of AI, the need for responsible development and use of AI, the importance of quality and integrity of data sets for accurate AI models, the ethical challenges in AI including bias and lack of transparency, the generation of disinformation and deepfakes by AI models, the impact and concerns of AI in healthcare and education, the transformation of finance by AI and the ethical concerns involved, the need for safeguards in algorithmic trading, the potential of AI in the employment arena, the ethical considerations in AI development, AI governance and regulation, and the future of AI in tackling global challenges.
00:00 AI ethics is important to understand as AI becomes more useful
- Understanding AI ethics is necessary as AI becomes more useful.
- Technical understanding of AI is not enough; ethical dimensions are also important.
00:45 AI has the potential for societal, economic, and philosophical impacts
- AI can have similar rights to human beings
- Inherent bias in AI algorithms is an important consideration
02:11 AI ethics is essential for responsible development and use of AI
- Ethical AI practices can prevent discrimination and harm
- AI ethics includes considerations of alignment with human values
26:31 The quality and integrity of a data set are important for accurate AI models
- Biased or unbalanced data can lead to flawed models
- Diverse and representative training data is necessary for accurate AI
27:11 Ethical challenges in AI include bias and lack of transparency
- Algorithms trained on biased data can perpetuate societal biases
- Transparency and accountability are necessary to ensure fairness in AI
32:14 AI models can generate disinformation and deepfakes
- Disinformation can manipulate public opinion and affect elections
- Deepfakes can create highly convincing but false narratives
51:49 AI has potential and ethical challenges in healthcare
- AI can revolutionize healthcare in diagnosis and treatment
- Ethical concerns include data privacy and biases in AI systems
53:25 AI has impact and concerns in education
- AI can personalize learning and create tailored content
- Ethical concerns involve biases and accessibility in AI systems
1:13:32 AI is transforming finance while raising ethical concerns
- AI is used in algorithmic trading and fraud detection
- Ethical concerns include market manipulation, data security, accountability, and economic inequality
00:00 The need for safeguards in algorithmic trading
- The incident sparked a debate about the lack of transparency and algorithmic trading
- Questions were raised about the adequacy of regulatory oversight
03:26 The potential of AI in the employment arena
- AI is playing a pivotal role in recruitment and hiring processes
- Advancements in AI expedite hiring and offer a reduction in human prejudices
07:22 Ethical considerations in AI development
- The balance between technological advancement and human well-being
- The importance of careful construction and monitoring of AI systems
18:52 AI governance and regulation
- Different countries have varying approaches to AI regulation
- Collaboration across sectors and nations is important in creating effective AI governance
25:20 The future of AI
- AI has the potential to tackle global challenges
- Leveraging AI for social good requires an understanding of its capabilities and limitations

[theencryptedpartition]

The dude seemed like he was struggling to hold his laugh, due to how cringe the idea of Ethics for AI can be😂

[vjdgjjo]

It is knowledgeable more than information able but I think it is reversible.