Artificial Intelligence Colloquium: Explainable AI

Speaker: Dr. David Aha, Acting Director, Navy Center for Applied Research in AI, U.S. Naval Research Laboratory

Dramatic success in machine learning (ML) has led to a new wave of artificial intelligence applications (e.g., transportation, security, medicine, finance, and defense) that offer tremendous benefits. However, current ML cannot explain its decisions and actions to human users. DARPA’s Explainable Artificial Intelligence (XAI) program endeavors to create AI systems that’s learned models and decisions can be understood and appropriately trusted by end users. Realizing this requires methods for learning more explainable models, designing effective explanation interfaces, and understanding the psychological requirements for effective explanations. This talk will summarize the XAI program and present highlights from the first phase of the program.

[felipaguzman]

I live in Redlands CA 92374
This is not Felipa this is written by Erick👌👌👌😇😇😇 These technologies are great as long as it does not fall into the wrong hands and it has im being framed.Its called gangstalking look it up on youtube. This is for the people that are being attacked by frequency machines. As long as your a good and honest person this will work if you have no knowledge about what im talking about look up gangstalking and voice to skull technologies. Heres my real life story:They claim to have called the police these people call the police of there place of origin which is somewhere far that they have already bought out and are helping these people frame people so that they can then kill, take what ever they want from them, even get the ok to take children away from people in order to give them to people involved in humantrafficking. 8:22- 8:30 pm 6/12/20 these people are norteños and they use intimidation for recruitment and racketeering they want to kill me and my family to take my nephew by falsely accusing me and my family by making false evidence.
               They use a EEG machine that lets you see ones thoughts and then use those against you .The computer can download thoughts to your head and they take advantage of human behavior like when they talk to you in your head with there darpa machine, they purposely talk dirty, talk about you doing drugs, evil things, adult situations, they use little girls to talk dirty and purposely make them watch when you masturbate or watch porn to frame and or intrapment to falsely accuse some one of being molester when all it is are just thoughts brought about by them and there technology not reality and then they get money by making a group of people call in false police snitching reports and then they call the police at the Department where they are already aware of what they do and they forward it to the  immediate city department of the city where there doing there illegal activity to collect the money even though its all intrapment. Im Erick Guzman Garcia and im going through this but ive got a plan to get these people if you need help with this type of crime get ahold of me or look me up eventually I will be accused this way but I have confidence that I can take these people of organized crime because its invasion of my privacy which is illegal and its illegal search and seizures to a motion to surpress evidences base on the fact thats that I just mentioned and of the knowledge that everything they are doing with there computer is all being recorded and is incripted so if they manufacture evidence to attach it to the evidences of your thoughts they watch with there EEG machine if they check the background data (incripted data) they will see they used a virtual reality program or other program with graphic design to manufacture the rest of the thought to a full scene that is fake. And a motion to desclose evidence will prove that it was just a thought because there will be no footage because it was just a thought unless they made more evidence which then will be ran through computer graphic program to check for manufactured evidence. And if your hearing voices a motion to disclose evidence will allow you to hear them as well through this motion because where ever they got the first evidence is all being recorded remember.So you can sue them for  definition of character terrorism, terrorist threats when they tell you they are going to kill you or hurt your family, if you lose your job or lose wages even lose sleep from mental anguish by writting this im being told right now by the people that are doing this to me that im going to be killed once again terrorizing me so hope this helps people and if there is any lawyers that are willing to take my case these people have millions they claim so theres lots of money to be made not to mention a name for any lawyer to make a name for them selfs because theres not very many or any case that ive known of this kind My name Is Erick Guzman Garcia.
This people are the ones making the teenies on the xnxx porn site pop ups.
   They also stole my dads I P address and spoofed web pages of porn they made from girls from my dads trailer park Mountain View Trailer Park in Yucaipa California im not sure they used the real little girls or just an avatar of them maybe they used the virtual reality console that they have every one in a alternative reality that they use to make me hear my mom being boild alive and they claim any little girl they kill they will have in there next life the virtual reality much like the computer program the cops use to train in this has been talked about within them selfs they say it does not matter what they do they are not ever getting introuble but whether there avatars or not its still putting girls endanger of some one recognizing them by some sicko and I do know they really have used real girls to. Im not naming any names of the girls but there real.
        Other then this in the technology in the  hands of good honest people that dont go on power trips and like little girls this would be a fine program this will only effect any one that are real molesters or criminal but these people in my head are the most disgusting people they claim they dont have to be good people because there technology is going to save them from hell and have told me because I dont join them and let them keep racketeering me that im going to be in hell for ever they have even given me dreams of hell and parties that they through as enticement but im not like them they say Jesus never existed and that they dont need to follow the Bible any more. Well happy hunting real darpa people hope you can see through there fissot and their Veil you will see if you get in my head that all the nasty thoughts came about when the voices started its been more then a few years now and im sick of it im sure there some real criminal to be caught or what ever it is you do with them im just trying to save my family from these people hate toward some one that they do not like because im not joining them.Ive got a 350+ quick note book on my moms phone with dates and times about all these people transgressions against me and my family.
I am not your enemy Darpa. THE people in my head are going to try to extort you guys by saying there going to sue you on my behalf for giving me cancer under my identity dont be fooled I want to sue the people in my head laughing at me and miss using your technology please help me in doing so before its to late for me.
And keep up the good work.
I'm Erick Guzman Garcia I am being bamboozled(verb (used with object), bam·boo·zled, bam·boo·zling. to deceive or get the better of (someone) by trickery, flattery, or the like; humbug; hoodwink (often followed by into): They bamboozled us into joining the club. to perplex; mystify; confound.)




Bamboozle | Definition of Bamboozle at Dictionary.com

[jbtechcon]

Just what I needed. Thanks for uploading this.

[felipaguzman]

If density of a gas makes gravity then why not use hard water in order to make gravity on the ship in order to make the pull of magnets work so you can have and use an impossible amounts of push or inertia ( moment of this thought 7/23/20
10:52-11:00 a.m) or use an even dencer gas like Tungsten Hexafluoride to make the gravity pull and just put magnets on top and the bottom of the ship in order to stop the inertia from killing the people inside the ship as the push thrust the ship throughout the cosmos .A way we could send the dencer gas could be with lasers to the ship one gram or particle at a time till you the accumulationcomments of enough to creat gravity and make the magnets work in space. by Erick Guzman Garcia

[Bob-bghy]

Does anyone know how to download the slides in this video?

[felipaguzman]

This needs to be addressed this is my testimony of what the voices in my head using the voice to skull app which has a google transcripts which can be used for prosecution if available or obtainable I'm not a lawyer but I'm sure it can happen there is a whole site about it on Google just look it up.


Jhon just said that 15 years that some one just got for humantrafficking is a joke he can do that with no problem so I will ask for more time for this Jhon character they think they can take my nephew and scam the system and frame people and in the mist of this give me cancer or other illness that I can not get rid of because they use there supercomputer program from DARPA not that DARPA has anything to do with this these people are not representatives or part of there organization what's so ever. They just got the technology and are able to take pain awareness away and give it back in order to blackmail you to needing them and pressuring you to allowing them to put a rap sheet on you in return for them to continue helping you with your pain. They have said " you are now so far gone in your illnesses that you can not get anyone to help you and no one will believe you that we did this to you " it's a form of racketeering and they pass you from family to family all pedophiles and molesters all with the same attitude. After I did a year which they said I was going to get paid for and get packages for in jail which never happened they said " we have passed you around every family and now we have all got paid lots of money as soon as you were booked we are now going to give you up to some people that don't play around they will kill you if you do not do what they say" and also " we can't ever get introuble for what we do with our children and the woman that are our wife's all know we play with our little girls and they get passed around all of our people( pedophile, ÑORTEÑOS, molesters...they live in Yucaipa California) and no one ever can get us introuble we do it to our girlfriends to there children and if you join you don't have to worry will send you up north and they all know who we are nobody cares what we do with you".I had no idea that I had a problem till it was to late there was no pain no warning signs until it was to late because they kept taking the pain away with there technology and now they just laugh and are waiting for me to die in jail or get killed after of course I get picked up and get booked because after I get booked they get there money and they hope I get killed by there cop friends or the inmates for the dirty rap sheet they are imposing on me with out probable cause. I need help . When this goes through they are planning on taking my nephew and have already said there going to molest him in order to win there case against me but I also know how molested kids look like and they know my nephew does not have the properties of a kid that's being molested and are quickly trying to make up evidence against me by sitting there and calling in fake cases to there dirty cop friends and as soon as they get together enough fake evidence they will get the ok from there people God knows where up north they say to allow them to take a child with out questions or the use of CPS which is what they have done and are threatening to do to my family all of this they have accumulated as evidence against there self's over this time they have been in my head thinking no one could ever do anything about it. But I know that everything is being recorded by the voice to skull app and there other apps that are being used for this new form of organized crime these are not the brightest me unknowingly gave them ways out of there childpornography they make they now are saying they have a program that they make childpornography to catch criminals which is far from the truth they get paid for there service and they have underage girls that they get rid of if they decide to speak out about things or if they're liked by someone else in there circle they will kill them, the claim they will have them as wife's or sex slaves in there next life which they have carefully mapped out with there technology they now claim they have no need for anyone of them to follow the Bible or believe in Jesus Christ .

[anilb]

can any one say what are the tools/libraries used for xai?