"welcome to course six as $0.99 artificial general intelligence we will explore the nature of intelligence from as much as possible and engineering perspective you will hear many voices my voice will b..."

"that is the core for us here at MIT first and foremost we're scientists and engineers our goal is to engineer intelligence we want to provide with this approach a balance to them very important but ov..."

"interesting to explore but that's not what we're interested in doing I believe that from an engineering perspective we want to focus on the black box of a GI start to build insights and intuitions abo..."

"towards human level intelligence so it's not constructive to consider the impact of artificial intelligence to consider questions of safety and ethics fundamental extremely important questions we it's..."

"achieving that the black box of a GI in the future impact on society of creating artificial intelligence systems that get become increasingly more intelligent the fundamental disagreement lies in the ..."

"explore before we consider the questions the future impact on society and the goal for this class is to build intuition one talk at a time a project at a time build intuition about where we stand abou..."

"explore Ray Kurzweil's on Wednesday we'll look we'll explore this topic next week talking about AI safety and autonomous weapon systems we'll explore this topic the future impact 10 20 years out how d..."

"and in this engineering approach we always have to be cautious that just because we don't understand we're just because we our intuition our best understanding of the capabilities of modern systems th..."

"everything can change through this question of beginning to approach from a deep learning perspective deep reinforcement learning from brain simulation computational cognitive science from computation..."

"many will speakers here will talk about how we define intelligence how we can begin to see intelligence what are the fundamental impacts of creating intelligence systems I'd like to sort of see the po..."

"identity and it will never rest at any frontier whether terrestrial or extraterrestrial from 325 BCE with a long 7500 mile journey on the ocean to explore the Arctic to Christopher Columbus and his fl..."

"amazing team many of whom you know AGI at MIT that edu is the email where on slack deep - MIT does slack for registered MIT students you create account on the website and submit five new links and vot..."

"and they're free for in-person for people that attend in person for the last lecture most likely or you can order them online okay dream vision we take the Google G dream idea we explore the idea of c..."

"beautiful and how to submit it to the competition angel the artificial neural generator of emotion and language is a different twist on the Turing test where we don't use words we all using motions to..."

"ourselves enter an outcome in the competition and try to convince you to keep us as your friend that's the Turing test ethical car building and the ideas of the trolley problem and the moral machine d..."

"hurting pedestrians this is not a ethical question it's an engineering question and it's a serious one because fundamentally in creating autonomous vehicles that function in this world we want them to..."

"so josh is a computational cognitive science expert professor faculty here at MIT he will talk about how we can create common-sense understanding systems that see a world of physical objects and their..."

"this idea it's a machine learn like it's a human learning problem it's a machine learning problem in a little bit of a twist she asked that instead of giving it talk I have a conversation with her so ..."

"[Music] very important to note for those captivated by Sofia in the press or have seen these videos Sofia is an art exhibit she's not a strong natural language processing system this is not an AGI sys..."

"other agents a be testing on Turk a Mechanical Turk can the winners be very convincing to make us feel entertained pity love maybe some of you will fall in love with angel here Nate dibinsky on Friday..."

"things he's also famous for his now a Tesla he will talk about the role the limitations the possibilities of deep learning we'll talk as I have spoken about in the past few weeks and throughout about ..."

"and reducing it to its simple essential elements representational learning is in the trivial case here in drawing having to draw a straight line to separate the blue and the red curves that's impossib..."

"learning means that deep learning allows because the arbitrary number of features that can be automatically determined you can learn a lot of things about a pretty complex world unfortunately there ne..."

"synapses the topology being much more complex chaotic the asynchronous nature of the human brain and the learning algorithm of artificial neural networks is trivial and constrained with backpropagatio..."

"to learn and then be applied obviously our human brains are always learning but the beautiful fascinating thing is that they're both distributed computation systems on a large scale so it's not a ther..."

"classification regression sequences captioning video audio as output learning in the general sense but in a domain that's precisely defined for the supervised training process we can think of the in d..."

"human data we can think of that as reasoning because you take very little information from our teachers the humans and transfer it across generalize it across to reason about the world and finally uns..."

"the new is the key element there understanding and Andre and Ilya and others will talk about the certainly the past but the future of deep learning where is it going to go is it overhyped underhyped w..."

"look with Jeff hiddens capsule networks is there fundamental architectural changes to neural networks that we can come up with that will change everything that will ease the learning process they'll m..."

"from but the challenges of many the need the ability to transfer between different domains as in reinforcement learning and robotics the need for huge data in an official learning that we still need s..."

"the edge cases that come up how does deep learning methods how do machine learning methods generalize over the edge cases the weird stuff that happens in the real world those are all the problems ther..."

"emerge his work was cellular automata did just that taking extremely simple mathematical constructs here with cellular automata these are these are grids of computational units that switch on and off ..."

"way simplicity at a mass distributed scale resulting in complexity next Tuesday Richard Moyes from article 36 coming all the way from UK for us we'll talk about it works with autonomous weapons system..."

"explore the idea of how difficult it is to build these robot systems that operate in the real world from both the control aspect and from the way the final result is perceived by our society it's very..."

"this way so deep learning the memorization the supervised learning memorization approach it looks at the sensor data feature extraction representation learning aspect of this taking the sensor data fr..."

"the world for whether in simulation with arcade games or simulation of autonomous vehicles or biotic systems or actually in the physical world with robots moving about can that end end from raw sensor..."

"for the first two weeks of this class that's the the part where if you're actually registered students that's where you need to submit the project that's when we all meet here every every night with t..."