Human-First AI 💙 Open Source

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“The car might still decide to stop at the sign if its laser or radar detects crossing traffic ... Moreover, if a human is present, he or she may be able to notice and override peculiar inputs or abnormal decisions.” #HumanFirstAI
“For example, if attackers cause the computer vision system to interpret a stop sign as a 45 mph speed limit sign, system-level defenses could avert a catastrophe. /2
“The notion that the machine learning model is part of a larger system highlights the main challenges attackers face. A properly designed system creates redundan- cies that guard against bad outcomes. /1 cset.georgetown.edu/publication/ha…
Successful real-world examples that leveraged the #H1stAI framework 🛠️twitter.com/aitomatic/stat…D
Those eng and product leaders stayed a while and then moved on to the next hot startup and accrued connections and wealth, stabilizing their position in our industry. They didn’t really face any consequences for getting the Twitter abuse problem wrong back then.
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I’ve been managing teams of engineers and data scientists for a few years now. But the remnants of that first experience have stayed with me. The feeling that I am an outsider. That these arrogant men owned the place even when they did not understand the problem.
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And yet: solving this is how we have succeeded in Industrial-AI. Check out the Human-First AI open-source project @h1st_ai.
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What drives developer communities? From my experience, these are some great drivers: * a strong joint mission * a feeling of belonging * opportunities for growth * fun, easy-to-use, and useful tech * charismatic and thoughtful leaders
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Coming soon📢! Bring your model to life and share it with the world on@aitomaticc Cloud. Sign up today:bit.ly/publish-aiG #builtwithH1stAII
@seanjtaylor Use @h1st_ai . Framework provides for clean separation of concerns, eg, between models (.py) and uses of models (.ipynb).
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@seanjtaylor @h1st_ai h1st.ai has a tutorial, with automotive cybersec as use case. A slice of real stuff going into production c. 2023. A bit too deep as a first intro, I think. But folks are working on more documentation. Cc @bigdata @sm4llbrain
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“Yes, you do have cars working on the road in practice. But do they work in theory?” twitter.com/GaryMarcus/sta…
Making slides for my course. Trying my best to prepare students for their machine learning job in the industry. What did you wish you knew before you deployed your first ML model?
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📢Happening soon📢@pentagoniacac shares how his team has successfully built AI solutions at globa#IIoToT giant Panasonic usin#HumanFirstAIAIapp.hopin.com/events/ocs2020…ypP
Don't forget to visit our booth @OpenCoreSummit and learn more about Human-First AI! twitter.com/OpenCoreSummit…
Will you be attending @OpenCoreSummit? Come watch our CEO Dr. Christopher Nguyen give a talk about #H1stAI this Friday at 10:10am. Register here 👇2020.opencoresummit.comntwitter.com/OpenCoreSummit…x
The amount of disrespect I am supposed to calmly engage with as a Black woman in this field should not surprise me but somehow continues to.
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We'll see you @OpenCoreSummit 2020 😉. Don't miss the best from the#OpenSourcee community. Register now!twitter.com/OpenCoreSummit…Z
The Refusal Conference is happening right now and it's spectacular. Opening remarks from the fabulous @jennaburrell @DMulliganUCB at @AfogBerkeley, and now a panel on #ManifestNo that's right on point. You can see the sessions and join in here: afog.berkeley.edu/programs/the-r…
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#energytwitter might be shocked to read that 325MWh of electricity was used to write a single #deeplearning paper. But yes, small-data GANs are cool! And this energy consumption reporting & breakdown is excellent. arxiv.org/pdf/2006.06676
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What I’ve learned from real-world ”Industrial-AI” at Arimo-Panasonic, and why we launched “Human-First AI”. (Also in case you’re looking for it: bit.ly/algorithms-of-…) bit.ly/h1st-video
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If you are responsible for #AIEthics policy at your company, this is a good meta-study of the landscape. twitter.com/DorotheaBaur/s…
Awesome short talk about issues with math education starting with Paul Lockhart's essay imagining a world where children aren't allowed to sing until grad school (likening it to how math is taught today), sharing works by @omojumiller @BecomingDataSci @mathbabedotorg and others twitter.com/math_rachel/st…
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A swift reminder of our task ahead for #ResponsibleAI "There’s no simple way to turn the tide of the sea of dudes and promote women in AI, but it’s in our collective best interest to do so." and we need all of us in the AI field to make this a priority digitaltrends.com/cool-tech/wome…
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When you review a work report & need to replace countless times 'digital human' with ' virtual assistant' while you scream inside with the continuous anthropomorphisation of AI tech for PR purposes! Here is @Soulmachines soulmachines.com/2018/12/hot-of…
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👇 The way to risk-manage DS projects is to think of the data as a fickle, uncooperative team member. This formally accounts for restart/redo loops in the project life cycle that do not otherwise occur in software development projects. We really do this at Arimo-Panasonic.twitter.com/benhamner/stat…g
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#AI as an artificial entity is further explored by @jonniepenn “The politics of corporate & computational identity become the politics of the new era” he warns. This framing helps tremendously to position #AIethics correctly. Hoping for more @stephenjcave economist.com/open-future/20…
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We're solving these problems with github.com/h1st-ai/h1st/. Join us and help shape the project! See also github.com/h1st-ai/h1st/t… twitter.com/sh_reya/status…
Ex-Facebook engineer: Facebook is choosing to be on the wrong side of history.... I can no longer stomach contributing to an organisation that is profiting off hate in the US and globally.” ⁦@MiaD⁩ ⁦@roxanasoi⁩ ⁦@AlaricAloorflip.it/JgWzLP
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Great story by @_datamimi - the model used to confirm digitally uploaded passport photos disproportionally flags dark skinned people as taking "poor photos", blocking the upload. Home Office, who built this, had actually suspected bias & did...nothing. 🤦🏾‍♀️bbc.com/news/technolog…xD
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I have participated in so many events where men talk over me on all topics including DEI. Sometimes it is the moderator himself who does that! Once I repeatedly kept saying "let me finish" for about 10 times that audience started laughing. This is my life. #Mansplaining twitter.com/mldauber/statu…
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Get ready for 24x7 #surveillance both inside and outside your house. “The $30 Mailbox Sensor snuck in with Ring's other news on an under-the-radar announcement page.” cnet.co/33FgB4f h/t @EvanSelinger
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