
“This new algorithm will need a lot of pictures of people. What if we use a morgue so we don’t have to worry about consent?” Although this is a fictitious example, modern-day tech workers often face similar questions.
Why? Because the rise of artificial intelligence based on machine learning has created a new class of sociotechnical challenges. Now is the time for industry and universities to acknowledge these new challenges and step up to meet them.
Since the beginning of the technology industry, educational institutions, legislatures, companies, and developers have worked to improve the quality of products and services. The resulting curricula, laws, corporate policies, standards, and development approaches have provided frameworks for engineers and product managers. Emerging technologies require the development of new frameworks.
In the early 2000s, industry had to get serious about computer security. Today, we have a new challenge: How do you turn the goal of responsible AI into code?
Specialized groups at Microsoft focus on translating ethics policy, research, and customer needs into actionable information for product teams across the company. This approach makes responsible AI real for employees and democratizes the capability of implementing responsible AI across every product.
The concept is not novel. It adopts horizontal efforts used throughout the software industry to achieve the goals of security, privacy, and accessibility. Addressing these challenges is hard. It requires dedication, a long-term focus, and the willingness to include intangibles when computing return on investment.
Addressing the range of challenges facing contemporary companies also requires an expansion of the talent profile of employees. Specifically, we need to ensure that those entering careers in technology have studied how technology can impact society.
Higher educational institutions should take this responsibility seriously. For example, a new initiative in ethics and transformative technologies at Seattle University, supported by Microsoft, is stimulating the development of new undergraduate courses in ethics and technology.
To implement responsible AI, new initiatives should focus on three contemporary shortcomings:
- Developers must learn how to apply responsible AI principles. For example, new approaches are needed so that data scientists can explain how their AI algorithms arrive at their decisions. Product managers should be able to raise concerns in product reviews early in the development cycle when it is still possible to make fundamental changes to the design. Access to information should be democratized with self-serve educational material.
- We must engage more disciplines to deal with the complexity of modern systems and meet customer expectations. Social scientists, lawyers, and domain experts are needed to help answer nuanced questions like, “Should we deploy this facial recognition system?” or “Should we sell this system to the military?”
- We must increase the diversity of our workforce. Conscious and unconscious biases based on the developers’ backgrounds and experiences have resulted in the development of technologies that do not serve everyone. A more diverse workforce will allow multiple perspectives to be brought to every issue, helping ensure that the resulting technology addresses the needs of all customers. Educational institutions must work even harder to diversify the student in their tech majors. Industry must take steps to become more inclusive. In today’s technology industry, too many members of underrepresented groups encounter unequal work environments.
The development of new AI applications has the potential to bring enormous improvements to every sector of our society. However, as AI plays an ever-larger role in our society, the harmful impacts of poorly implemented systems can increase.
Corporations and educational institutions can work together to help ensure that product development teams are staffed with diverse employees from a variety of disciplines who are capable of judging the social impacts of new technologies and can help ensure they are deployed in a responsible manner.
Original post: https://www.bizjournals.com/seattle/news/2020/05/08/responsible-ai-starts-with-higher-education.amp.html
I am genuinely happy to read this webpage posts which includes lots
of useful facts, thanks for providing these kinds of information.
Howdy I am so glad I found your web site, I really found you
by accident, while I was searching on Yahoo
for something else, Anyhow I am here now and would just like to say thank you for
a incredible post and a all round enjoyable blog (I also love the theme/design), I don’t have time to read through it all at the minute but I have bookmarked it and also added in your
RSS feeds, so when I have time I will be back to read much more, Please do keep up the superb work.
I’m truly enjoying the design and layout of your website.
It’s a very easy on the eyes which makes it much more enjoyable
for me to come here and visit more often. Did you hire out a
developer to create your theme? Superb work!
Hey there! Quick question that’s totally off topic.
Do you know how to make your site mobile friendly? My web site looks
weird when browsing from my iphone 4. I’m trying to find a template or plugin that might be
able to correct this problem. If you have any suggestions,
please share. Thanks!
I think this is one of the most important info for me.
And i am glad reading your article. But wanna remark on few
general things, The web site style is perfect, the articles is really nice : D.
Good job, cheers
Hi, I do believe this is an excellent web site. I stumbledupon it 😉
I will revisit yet again since i have book-marked
it. Money and freedom is the best way to change, may
you be rich and continue to help other people.
Greetings from Ohio! I’m bored at work so I decided to check out your blog
on my iphone during lunch break. I love the information you provide here and can’t wait to take a look when I get home.
I’m amazed at how quick your blog loaded on my phone .. I’m not
even using WIFI, just 3G .. Anyhow, fantastic site!
It’s an awesome post for all the web people; they
will obtain benefit from it I am sure.
It’s enormous that you are getting thoughts from this piece of writing
as well as from our dialogue made at this time.
Heya are using WordPress for your blog platform?
I’m new to the blog world but I’m trying to get started and create my own. Do you require any html coding knowledge to make
your own blog? Any help would be really appreciated!
I’m the business owner of JustCBD company (justcbdstore.com) and I’m presently aiming to grow my wholesale side of company. I am hoping anybody at targetdomain give me some advice 🙂 I thought that the most suitable way to do this would be to talk to vape stores and cbd retail stores. I was really hoping if anybody could suggest a trusted site where I can get CBD Shops Business Data I am currently taking a look at creativebeartech.com, theeliquidboutique.co.uk and wowitloveithaveit.com. Unsure which one would be the most suitable solution and would appreciate any guidance on this. Or would it be simpler for me to scrape my own leads? Ideas?
Hi there to every one, for the reason that I am actually keen of
reading this web site’s post to be updated regularly.
It carries nice material.
I am the proprietor of JustCBD label (justcbdstore.com) and am aiming to broaden my wholesale side of company. I am hoping anybody at targetdomain give me some advice ! I thought that the very best way to accomplish this would be to connect to vape stores and cbd retail stores. I was hoping if anybody could suggest a reputable web-site where I can purchase CBD Shops B2B Leads I am currently examining creativebeartech.com, theeliquidboutique.co.uk and wowitloveithaveit.com. On the fence which one would be the very best selection and would appreciate any guidance on this. Or would it be easier for me to scrape my own leads? Ideas?
Wow that was odd. I just wrote an very long comment but after
I clicked submit my comment didn’t appear. Grrrr… well I’m not writing all that over again.
Anyhow, just wanted to say wonderful blog!
This site certainly has all the info I wanted about this subject and didn’t know who to ask.
Excellent blog you have got here.. It’s difficult to find good quality writing like yours these days. I seriously appreciate people like you! Take care!!
Hi there fantastic blog! Does running a blog like this require a massive amount work?
I have very little understanding of computer programming however I had been hoping
to start my own blog soon. Anyways, should you have
any recommendations or techniques for new blog owners please share.
I know this is off subject but I just wanted to ask.
Cheers!
Excellent site you’ve got here.. It’s hard to find quality writing like yours nowadays. I seriously appreciate individuals like you! Take care!!
May I simply say what a relief to uncover someone who really understands what they’re discussing on the web. You certainly realize how to bring a problem to light and make it important. More and more people need to read this and understand this side of your story. I can’t believe you’re not more popular given that you certainly have the gift.
This page truly has all of the info I needed about this subject and didn’t know who to ask.
Hi, I do believe this is an excellent blog. I stumbledupon it 😉 I’m going to come back once again since I book marked it. Money and freedom is the best way to change, may you be rich and continue to help others.
A fascinating discussion is definitely worth comment. I do think that you ought to write more on this issue, it may not be a taboo subject but typically people don’t speak about such topics. To the next! Cheers!!
It is appropriate time to make some plans for the long run and it is time to be happy.
I have learn this publish and if I may I desire to recommend
you few fascinating things or suggestions.
Maybe you can write subsequent articles referring to this article.
I want to learn even more things about it!
Hi, I do believe this is an excellent blog. I stumbledupon it 😉 I will come back once again since i have saved as a favorite it. Money and freedom is the best way to change, may you be rich and continue to help others.
Howdy! This post could not be written any better! Reading this post reminds me
of my old room mate! He always kept talking about this.
I will forward this article to him. Pretty sure he will
have a good read. Thanks for sharing!
I must thank you for the efforts you have put in penning this blog. I am hoping to check out the same high-grade content by you in the future as well. In truth, your creative writing abilities has encouraged me to get my own blog now 😉
Hi Dear, are you actually visiting this website on a regular basis, if so after that you
will absolutely take pleasant knowledge.
Hello there! I simply would like to give you a big thumbs up for the excellent information you’ve got here on this post. I will be coming back to your website for more soon.
An impressive share! I’ve just forwarded this onto a co-worker who has been doing a little research on this. And he in fact bought me dinner due to the fact that I stumbled upon it for him… lol. So allow me to reword this…. Thank YOU for the meal!! But yeah, thanx for spending some time to discuss this matter here on your website.
I must thank you for the efforts you’ve put in penning this website. I really hope to see the same high-grade content from you in the future as well. In fact, your creative writing abilities has encouraged me to get my own blog now 😉
Great information. Lucky me I discovered your blog by accident (stumbleupon). I have bookmarked it for later!
I blog frequently and I genuinely thank you for your content. The article has truly peaked my interest. I am going to book mark your blog and keep checking for new information about once a week. I subscribed to your Feed too.
This is the right web site for everyone who would like to find out about this topic. You know a whole lot its almost hard to argue with you (not that I personally will need to…HaHa). You certainly put a brand new spin on a subject which has been discussed for decades. Wonderful stuff, just wonderful!
Hi there! This blog post could not be written much better! Looking at this post reminds me of my previous roommate! He always kept talking about this. I’ll forward this information to him. Fairly certain he will have a good read. Thank you for sharing!
Next time I read a blog, Hopefully it doesn’t fail me just as much as this particular one. I mean, Yes, it was my choice to read through, but I really believed you’d have something useful to say. All I hear is a bunch of complaining about something that you could fix if you weren’t too busy searching for attention.
Hi there, I do believe your website might be having internet browser compatibility problems. When I take a look at your site in Safari, it looks fine however, when opening in IE, it has some overlapping issues. I merely wanted to provide you with a quick heads up! Besides that, fantastic site!
After exploring a handful of the articles on your web page, I honestly appreciate your technique of blogging. I bookmarked it to my bookmark site list and will be checking back soon. Take a look at my web site too and tell me what you think.
Hi there! I simply would like to offer you a big thumbs up for your great information you have here on this post. I’ll be coming back to your web site for more soon.
It’s hard to find educated people on this topic, but you seem like you know what you’re talking about! Thanks
Great post! We are linking to this particularly great content on our site. Keep up the great writing.
Great info. Lucky me I discovered your site by chance (stumbleupon). I’ve book-marked it for later!
This excellent website really has all of the information and facts I needed about this subject and didn’t know who to ask.
There’s certainly a lot to find out about this issue. I like all the points you made.
This is really interesting, You’re an overly professional blogger.
I have joined your rss feed and stay up for in quest
of more of your great post. Also, I have shared your web site
in my social networks
When I originally commented I appear to have clicked on the -Notify me when new comments are added- checkbox and from now on whenever a comment is added I recieve four emails with the same comment. Perhaps there is an easy method you are able to remove me from that service? Thanks a lot!
This site was… how do I say it? Relevant!! Finally I have found something which helped me. Cheers!
Hi there! I simply would like to offer you a huge thumbs up for your great info you’ve got right here on this post. I will be coming back to your site for more soon.
Spot on with this write-up, I actually think this website needs much more attention. I’ll probably be returning to see more, thanks for the advice!
I seriously love your site.. Excellent colors & theme.
Did you develop this web site yourself? Please reply back as
I’m trying to create my own site and would like to find out where you got this from or exactly what the theme
is named. Kudos!
I appreciate, result in I found just what I was having a look for.
You’ve ended my 4 day long hunt! God Bless you
man. Have a great day. Bye
After looking at a few of the articles on your web page, I truly appreciate your way of writing a blog. I book marked it to my bookmark website list and will be checking back soon. Please visit my website as well and let me know your opinion.
That is a really good tip particularly to those fresh to the blogosphere. Simple but very precise information… Appreciate your sharing this one. A must read article!
Good day! I just would like to offer you a big thumbs up for your great info you have right here on this post. I am returning to your blog for more soon.
Excellent web site you have here.. It’s hard to find quality writing
like yours these days. I truly appreciate individuals like you!
Take care!!
Hello there, You have done an incredible job. I will certainly digg it and personally recommend to my friends.
I am confident they will be benefited from this website.
adreamoftrains best web hosting
I couldn’t resist commenting. Very well written!
Great article! We are linking to this great article on our site. Keep up the great writing.
An impressive share! I have just forwarded this onto a co-worker who was conducting a little homework on this. And he actually bought me dinner due to the fact that I discovered it for him… lol. So allow me to reword this…. Thanks for the meal!! But yeah, thanks for spending the time to discuss this topic here on your web page.
Great information. Lucky me I recently found your site by chance (stumbleupon). I’ve saved as a favorite for later!
This blog was… how do I say it? Relevant!! Finally I have found something that helped me. Kudos!
Hi there to every one, it’s really a pleasant
for me to go to see this website, it contains important Information.
You’re so awesome! I don’t think I have read something like this before. So great to find somebody with some unique thoughts on this topic. Really.. thank you for starting this up. This site is something that is required on the web, someone with a little originality!
of course like your website but you have to test the spelling on several of your posts.
Several of them are rife with spelling problems and I to find
it very troublesome to inform the reality however
I’ll definitely come again again.
Oh my goodness! Amazing article dude! Thank you, However I am encountering difficulties with your RSS. I don’t know why I cannot join it. Is there anybody having the same RSS issues? Anyone that knows the solution can you kindly respond? Thanx!!
Oh my goodness! Incredible article dude! Thank you so much, However I am experiencing issues with your RSS. I don’t understand why I cannot join it. Is there anyone else having the same RSS issues? Anyone who knows the solution will you kindly respond? Thanks!!
Howdy! This article could not be written any better! Looking through this post reminds me of my previous roommate! He always kept talking about this. I most certainly will forward this information to him. Pretty sure he’s going to have a good read. I appreciate you for sharing!
Saved as a favorite, I like your web site!
I’m impressed, I have to admit. Rarely do I encounter a blog that’s equally educative and entertaining, and let me tell you, you have hit the nail on the head. The issue is something that too few people are speaking intelligently about. I am very happy I came across this in my search for something regarding this.
Can I simply just say what a relief to uncover someone that genuinely knows what they’re talking about on the net. You actually realize how to bring a problem to light and make it important. More and more people should look at this and understand this side of the story. I was surprised that you aren’t more popular because you definitely have the gift.
Great post. I am going through many of these issues as well..
I blog quite often and I truly appreciate your information. The article has really peaked my interest. I am going to bookmark your site and keep checking for new information about once a week. I subscribed to your RSS feed as well.
Excellent blog post. I certainly appreciate this site. Keep it up!
An impressive share! I have just forwarded this onto a colleague who has been doing a little research on this. And he actually ordered me lunch due to the fact that I discovered it for him… lol. So allow me to reword this…. Thanks for the meal!! But yeah, thanks for spending some time to discuss this topic here on your internet site.
Having read this I believed it was extremely informative. I appreciate you finding the time and effort to put this short article together. I once again find myself personally spending way too much time both reading and posting comments. But so what, it was still worth it!
Hi, I believe your website could possibly be having browser compatibility problems. When I look at your web site in Safari, it looks fine however when opening in I.E., it’s got some overlapping issues. I simply wanted to give you a quick heads up! Besides that, great website!
Greetings! Very useful advice within this article! It is the little changes that will make the biggest changes. Thanks for sharing!
I like it when people come together and share ideas. Great website, keep it up!
Hello, I believe your web site could possibly be having web browser compatibility issues. Whenever I look at your website in Safari, it looks fine however, when opening in Internet Explorer, it has some overlapping issues. I merely wanted to give you a quick heads up! Other than that, great blog!
Simply wish to say your article is as astounding. The clearness in your post is simply nice and that i can think you’re a professional in this subject. Well with your permission allow me to snatch your feed to keep updated with imminent post. Thank you a million and please continue the rewarding work.|
Greetings! Very helpful advice within this article! It’s the little changes which will make the most significant changes. Thanks a lot for sharing!
I couldn’t resist commenting. Well written!
Very good post! We will be linking to this particularly great article on our site. Keep up the great writing.
Pretty! This has been an incredibly wonderful article. Thank you for providing these details.
This is a topic that’s near to my heart… Take care! Where are your contact details though?
Can I simply just say what a comfort to find a person that actually knows what they’re discussing on the web. You actually know how to bring an issue to light and make it important. More and more people need to look at this and understand this side of the story. I was surprised you aren’t more popular since you certainly have the gift.
This is a very good tip especially to those new to the blogosphere. Brief but very accurate information… Appreciate your sharing this one. A must read article!
I blog often and I seriously appreciate your content. This great article has truly peaked my interest. I will book mark your site and keep checking for new information about once per week. I subscribed to your RSS feed too.
This is a very good tip especially to those new to the blogosphere. Brief but very precise infoÖ Appreciate your sharing this one. A must read post!|
Greetings! Very useful advice in this particular post! It is the little changes that produce the most important changes. Thanks a lot for sharing!
I couldn’t resist commenting. Exceptionally well written!
This site definitely has all the information and facts I wanted concerning this subject and didn’t know who to ask.
Achieving your fitness goal doesn’t have to require a certified personal trainer or an expensive gym memberships, especially if you have the budget and the space to consider practically every workout machine in the market.
Yes! Finally someone writes about cheap flights. 34pIoq5
cheap flights
Nice post. I learn something new and challenging on blogs I stumbleupon every day. It will always be interesting to read through articles from other writers and use something from other websites.
Having read this I believed it was really enlightening. I appreciate you finding the time and energy to put this content together. I once again find myself personally spending a lot of time both reading and commenting. But so what, it was still worthwhile!
Link exchange is nothing else except it is only placing the other person’s web site link on your page at suitable place
and other person will also do similar in support of you.
31muvXS cheap flights
Nice post. I learn something new and challenging on sites I stumbleupon every day. It will always be helpful to read content from other writers and practice something from other sites.
I like it when folks get together and share views. Great blog, stick with it!
Hi, i believe that i noticed you visited my weblog thus i got here to go back the favor?.I’m trying to to find things to enhance my site!I suppose its adequate to use some of your concepts!!|
At this time I am going to do my breakfast, once having my breakfast coming again to
read further news.
Hey there! I simply would like to give you a big thumbs up for the excellent information you have right here on this post. I will be coming back to your site for more soon.
Hello i am kavin, its my first time to commenting anyplace, when i read this piece of writing i thought
i could also create comment due to this good
piece of writing.
I like what you guys tend to be up too. This sort of clever work and exposure!
Keep up the good works guys I’ve added you guys to
blogroll.
This site was… how do I say it? Relevant!! Finally I’ve found something that helped me. Cheers!
Can I simply just say what a relief to uncover a person that genuinely knows what they’re discussing on the web. You actually realize how to bring a problem to light and make it important. More people really need to read this and understand this side of your story. It’s surprising you aren’t more popular since you surely have the gift.
There’s definately a great deal to find out about this topic. I like all of the points you made.
Having read this I believed it was extremely informative. I appreciate you finding the time and energy to put this content together. I once again find myself spending way too much time both reading and posting comments. But so what, it was still worthwhile!
I blog frequently and I truly thank you for your content. The article has really peaked my interest. I am going to bookmark your website and keep checking for new details about once a week. I subscribed to your RSS feed as well.
This blog was… how do I say it? Relevant!! Finally I have found something that helped me. Appreciate it!
Does your site have a contact page? I’m having trouble locating it but, I’d like to send you an email. I’ve got some ideas for your blog you might be interested in hearing. Either way, great website and I look forward to seeing it expand over time.|
I blog often and I genuinely appreciate your content. This great article has truly peaked my interest. I will book mark your blog and keep checking for new details about once per week. I opted in for your RSS feed as well.
Aw, this was an incredibly good post. Finding the time and actual effort to generate a good article… but what can I say… I procrastinate a whole lot and don’t seem to get anything done.
It’s the best time to make some plans for the future and it’s time to be happy. I have read this post and if I could I desire to suggest you some interesting things or advice. Perhaps you could write next articles referring to this article. I desire to read more things about it!|
An impressive share! I have just forwarded this onto a co-worker who has been doing a little research on this. And he actually bought me lunch due to the fact that I found it for him… lol. So let me reword this…. Thanks for the meal!! But yeah, thanks for spending the time to talk about this matter here on your site.
Hi, I do think this is an excellent web site. I stumbledupon it 😉 I will come back once again since I book-marked it. Money and freedom is the greatest way to change, may you be rich and continue to guide other people.
Very energetic article, I liked that a lot.
Will there be a part 2?
Thanks for the auspicious writeup. It if truth be told was a enjoyment account it.
Look advanced to far introduced agreeable from you! However, how could we keep up a correspondence?
Hi, i feel that i saw you visited my website so
i got here to ?go back the choose?.I’m trying to to find things to improve my web site!I assume its adequate to make use of some of your ideas!!
Thank you for the good writeup. It in truth was once a leisure account it.
Glance advanced to far brought agreeable from you! However, how could we communicate?
Nice post. I learn something totally new and challenging on sites I stumbleupon everyday.
It’s always helpful to read through articles from other
authors and use a little something from other websites.
I consider something truly special in this internet site.
Attractive component of content. I simply
stumbled upon your website and in accession capital to claim that I acquire in fact loved account your blog posts.
Anyway I will be subscribing in your augment
or even I fulfillment you get admission to constantly fast.
What i don’t understood is in fact how you are no longer actually a lot
more smartly-preferred than you might be right now.
You are so intelligent. You recognize thus considerably
with regards to this subject, made me in my opinion consider it from a lot of numerous angles.
Its like men and women are not fascinated until
it is something to do with Woman gaga! Your own stuffs nice.
Always handle it up!
Good site you have here.. It’s hard to find quality writing like yours these days. I seriously appreciate people like you! Take care!!
Everything is very open with a clear description of the issues. It was truly informative. Your site is very useful. Thank you for sharing!
Nice post. I learn something new and challenging on websites I stumbleupon every day. It’s always helpful to read content from other writers and use a little something from their sites.
I really like it when folks get together and share ideas. Great site, keep it up!
Good information. Lucky me I came across your site by chance (stumbleupon). I’ve saved as a favorite for later!
I’m impressed, I have to admit. Rarely do I come across a blog that’s equally educative and entertaining, and without a doubt, you’ve hit the nail on the head. The issue is something too few folks are speaking intelligently about. Now i’m very happy that I found this during my search for something regarding this.
Hi, I do think this is a great website. I stumbledupon it 😉 I am going to revisit once again since i have bookmarked it. Money and freedom is the best way to change, may you be rich and continue to guide other people.
Hello there! This blog post could not be written much better! Looking through this post reminds me of my previous roommate! He continually kept talking about this. I am going to send this information to him. Pretty sure he’s going to have a great read. Many thanks for sharing!
Oh my goodness! Impressive article dude! Thank you, However I am going through troubles with your RSS. I don’t know the reason why I can’t subscribe to it. Is there anybody getting the same RSS issues? Anybody who knows the solution can you kindly respond? Thanks!!
I want to to thank you for this wonderful read!! I certainly loved every little bit of it. I have got you book marked to look at new things you post…
Fantastic article.Really looking forward to read more.
Wonderful website. Plenty of useful information here. I’m
sending it to several pals ans also sharing in delicious.
And obviously, thank you to your sweat!
Really superb visual appeal on this web site, I’d value it
10.
Really superb visual appeal on this site, I’d
value it 10.
Some times its a pain in the ass to read what people wrote but this
web site is rattling user genial!
This web site really has all the information I wanted about this
subject and didn’t know who to ask.
I needed to thank you for this excellent read!! I certainly enjoyed every little bit
of it. I’ve got you book marked to look at new stuff you
post?