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Introduction_to_Political_Philosophy_with_Steven_B_Smith | 3_Socratic_Citizenship_Platos_Crito.txt | Professor Steven Smith: Okay I want to begin with a question today, I have a question for you; well you've been reading the Apology, you've now read the--you've read the Apology and the Crito; you've had a little chance to think about these works. I'd just like to do a piece of survey research, how many of you, just a ... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 16_Constitutional_Government_Lockes_Second_Treatise_712.txt | Professor Steven Smith: Today we want to begin with Mr. Locke, Part II. And I said, at the end of class last time, I want to speak a little bit about Locke and let's just call it the spirit of capitalism. And then I want to move into the issue of government by consent, along with the idea of natural law, perhaps one of... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 18_Democracy_and_Participation_Rousseaus_Discourse.txt | Professor Steven Smith: I hope that everybody followed Rousseau's advice and yesterday exercised your rights as citizens of a free state. We hope so. I begin today with an apology and that is for the particular edition that you're using for this section of the class on Rousseau. This is the only edition that I've assig... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 12_The_Sovereign_State_Hobbes_Leviathan.txt | Professor Steven Smith: O.K., today, what a joy. What a joy! We start Hobbes. And he is one of the great treats. Thomas Hobbes was the author of the first and, I believe, undoubtedly the greatest, work of political theory written in the English language. He was a master of English style and prose, and his work ranks am... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 4_Philosophers_and_Kings_Platos_Republic_III.txt | Professor Steven Smith: There is one person in here, I don't know who it is, and you will not know who it is yet, but there is one person in here for whom the reading of Plato's Republic will be the most important intellectual experience you have at Yale. It is a book that one of you will go back to time and time again... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 21_Democratic_Statecraft_Tocquevilles_Democracy_in_America.txt | Professor Steven Smith: I want to begin by talking a little about what is the question or what is the problem to which this immense book of which you're reading, I don't know, a couple of hundred pages maximum--What is the problem with which this huge book is concerned? It's always an important question to ask when you... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 8_The_Mixed_Regime_and_the_Rule_of_Law_Aristotles_Politics_IV.txt | Professor Steven Smith: Okay, where are we? Today, we're going to study--I'm going to talk about Aristotle's--you might call it Aristotle's comparative politics and focusing on the idea of the regime. This is the theme that you remember in the opening day I said was really the central concept or the leading thread of t... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 10_New_Modes_and_Orders_Machiavellis_The_Prince_chaps_112.txt | Professor Steven Smith: Because it's a makeup class, we'll do something a little special. We're going to show a clip from a movie that I think is particularly appropriate. As we get into it, I'll tell you why. It's about a five-minute segment from the film called The Third Man. Has anyone ever seen it? Okay, maybe more... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 5_Philosophers_and_Kings_Platos_Republic_IIIIV.txt | Professor Steven Smith: Today Republic, Act 2. And what I want to do is continue with the account of the various figures, various persons who populate, who inhabit this dialogue, and who they are, what they represent, and how they contribute to the argument and the structure of the work as a whole. Last time, and I won... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 9_The_Mixed_Regime_and_the_Rule_of_Law_Aristotles_Politics_VII.txt | Professor Steven Smith: I want to begin today with concluding Aristotle, part three. Before I do, however, could I just ask the people--yes, thank you so much. And your neighbor, too? Would you mind? Thank you so much. Just out of respect to Mr. Aristotle. It's mister to you. I want to talk today about Aristotle's disc... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 2_Socratic_Citizenship_Platos_Apology.txt | Professor Steven Smith: Today we start with Plato, Plato's Apology of Socrates. This is the best introductory text to the study of Political Philosophy. Why? Let me give you two reasons. First, it shows Socrates, the reputed founder of our discipline, the founder of Political Science, and I will say a little bit more a... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 1_Introduction_What_is_Political_Philosophy.txt | Professor Steven Smith: Let me start today by asking the question, "what is political philosophy?" Custom dictates that I say something about the subject matter of this course at its outset. This in some ways might seem a case of putting the cart before the horse, or the cart before the course maybe, because how can yo... |
Introduction_to_Political_Philosophy_with_Steven_B_Smith | 14_The_Sovereign_State_Hobbes_Leviathan.txt | Professor Steven Smith: Okay, good morning. I'm going to show another movie today but not until a little bit later in the class. We'll get it. We'll get there. Don't worry! It doesn't fit until the last part of the class. But today, I want to talk about sovereignty. There are two great concepts that come out of Hobbes ... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 21_Generalized_Linear_Models.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare and ocw.mit.edu. PHILIPPE RIGOLLET: The c... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 18_Bayesian_Statistics_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: So tod... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 8_Parametric_Hypothesis_Testing_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: We're ... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 11_Parametric_Hypothesis_Testing_cont_and_Testing_Goodness_of_Fit.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: So we've been ... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 23_Generalized_Linear_Models_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at oct.mit.edu. PHILIPPE RIGOLLET: All ri... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 13_Regression.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MITOpenCourseWare@OCW.MIT.edu. PHILIPPE RIGOLLET: It's becau... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 6_Maximum_Likelihood_Estimation_cont_and_the_Method_of_Moments.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: So wel... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 22_Generalized_Linear_Models_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: We're ... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 12_Testing_Goodness_of_Fit_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: We're ... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 4_Parametric_Inference_cont_and_Maximum_Likelihood_Estimation.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: --124.... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 3_Parametric_Inference.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: Doesn'... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 24_Generalized_Linear_Models_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: So I a... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 7_Parametric_Hypothesis_Testing.txt | PROFESSOR: The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. So welcome bac... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 14_Regression_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: [INAUD... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 5_Maximum_Likelihood_Estimation_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: So I'm using a... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 2_Introduction_to_Statistics_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: --of o... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 17_Bayesian_Statistics.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MITOpenCourseWare@OCW.MIT.edu PHILIPPE RIGOLLET: So today WE... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 19_Principal_Component_Analysis.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: --bunc... |
MIT_18650_Statistics_for_Applications_Fall_2016 | 20_Principal_Component_Analysis_cont.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PHILIPPE RIGOLLET: We kee... |
MIT_904_Sensory_Systems_Fall_2013 | 3_The_lateral_geniculate_nucleus_and_the_visual_cortex.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation, or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Good afternoo... |
MIT_904_Sensory_Systems_Fall_2013 | 2_Basic_layout_of_the_visual_system_and_the_retina.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. The first thing I would l... |
MIT_904_Sensory_Systems_Fall_2013 | 8_Form_perception.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: All right, so ... |
MIT_904_Sensory_Systems_Fall_2013 | 4_The_ON_and_OFF_channels.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: All right, so ... |
MIT_904_Sensory_Systems_Fall_2013 | 13_Review_The_visual_and_oculomotor_systems.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: All right so t... |
MIT_904_Sensory_Systems_Fall_2013 | 20_Sound_localization_1_Psychophysics_and_neural_circuits.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation, or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Last time we ... |
MIT_904_Sensory_Systems_Fall_2013 | 12_Motion_perception_and_pursuit_eye_movements.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: All right. Goo... |
MIT_904_Sensory_Systems_Fall_2013 | 1_Introduction_the_visual_system.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: This is our fi... |
MIT_904_Sensory_Systems_Fall_2013 | 10_The_neural_control_of_visually_guided_eye_movements_1.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from 100 of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: All right. So today... |
MIT_904_Sensory_Systems_Fall_2013 | 22_Auditory_cortex_1_Physiology_and_sound_localization.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: OK. I guess we... |
MIT_904_Sensory_Systems_Fall_2013 | 19_Descending_systems_and_reflexes.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation, or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: OK, I guess w... |
MIT_904_Sensory_Systems_Fall_2013 | 16_Auditory_nerve_psychophysics_of_frequency_resolution.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Last time we w... |
MIT_904_Sensory_Systems_Fall_2013 | 7_Depth_perception.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: All right, so ... |
MIT_904_Sensory_Systems_Fall_2013 | 5_The_Midget_and_Parasol_systems.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: So today, we a... |
MIT_904_Sensory_Systems_Fall_2013 | 15_Hair_cells.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Maybe I should... |
MIT_904_Sensory_Systems_Fall_2013 | 21_Sound_localization_2_Superior_olivary_complex_and_IC.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation, or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Last time we ... |
MIT_904_Sensory_Systems_Fall_2013 | 18_Hearing_loss_demo_by_Sheila_Xu_cochlear_implant_user.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: OK, I guess we... |
MIT_904_Sensory_Systems_Fall_2013 | 14_Sound_External_middle_and_inner_ears.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: And I thought ... |
MIT_904_Sensory_Systems_Fall_2013 | 17_Cochlear_nucleus_Tonotopy_unit_types_and_cell_types.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: So last time, ... |
MIT_904_Sensory_Systems_Fall_2013 | 23_Auditory_cortex_2_Language_bats_and_echolocation.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation, or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: OK. I guess w... |
MIT_904_Sensory_Systems_Fall_2013 | 11_The_neural_control_of_visually_guided_eye_movements_2.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu PROFESSOR: All right good ... |
MIT_904_Sensory_Systems_Fall_2013 | 6_Adaptation_and_color.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Today we are g... |
MIT_904_Sensory_Systems_Fall_2013 | 9_Illusions_and_visual_prosthesis.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or to view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: All right. Goo... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_17_Multitask_Learning.txt | So today, we're very pleased to have as our second, um, invited speaker, Richard Socher, he is the chief scientist at Salesforce. Um, Richard actually also has a lot more connection to this class, um, because, um, for several years, um, Richard was involved either as instructor or, um, co-instructor in teaching this ma... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_14_Transformers_and_SelfAttention.txt | Okay. So I'm delighted to introduce, um, our first lot of invited speakers. And so we're gonna have two invited speakers, um, today. So starting off, um, we go and have Ashish Vaswani who's gonna be talking about self attention for generative models and in particular, um, we'll introduce some of the work on transformer... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_11_Convolutional_Networks_for_NLP.txt | The plan for today is what I am gonna talk about is the topic of convolutional neural networks. So essentially, um, there's actually quite a lot of content in this lecture of different things that's good to know about, since essentially this is going to be learn about convolutional neural networks in one large bite for... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_12_Subword_Models.txt | Okay. Hi, everyone. Let's get started again. Okay, so first of all let me just say a bit about Assignment 5. So Assignment 5 is coming out today. Um, it's a brand new assignment, so you guys are the guinea pigs for that. Um, and so what it's going to be, it essentially builds on Assignment 4. Um, so it's okay if you di... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_4_Backpropagation.txt | Okay. So great to see everyone back for lecture four of the class. Um, so, for lec, for today's lecture, um, what I want to do for most of the time is actually get into the heart of these ideas of having the backpropagation algorithm for neural nets and how we can construct computation graphs that allow sufficiently to... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_15_Natural_Language_Generation.txt | So today we're gonna be learning about Natural Language Generation. And uh, this is probably going to be a little different to my previous lectures because this is going to be much more of a kind of survey, of lots of cutting edge, uh, research topics that are happening in NLG right now. So before we get to that, uh, w... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2020_BERT_and_Other_Pretrained_Language_Models.txt | Okay. So I'm gonna talk about, um, BERT and also some, uh, kind of precursor work and then some follow-up work that's happened in- in the last year and- well, not follow up, but, uh, more- more recent advancements, uh, that's happened, uh, since then. So, uh, first, we're gonna talk about history and background. So, um... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_19_Bias_in_AI.txt | Okay. Hi everyone, uh, let's get started. Um, so Chris is traveling this week so he's not here. But I'm very excited to say that today we've got Margaret Mitchell who is a Senior Research Scientist at Google AI. She's going to tell us about, uh, the latest work defining and understanding and improving the situation wit... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_16_Coreference_Resolution.txt | Hi everybody, time to get started. Okay. Um, so, so today what we're gonna talk about is a topic that's, um, coreference resolution and I'll explain in just a minute what that is, um, but before getting on to that just a, uh, couple of words on the announcements. Um, so the TAs are feverishly working on getting homewor... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_10_Question_Answering.txt | Okay. Hi, everyone. Um, so let's get started again today. So today's lecture what I'm going to do, is be talking about, um, question answering over text. Um, this is another of the big successes in using deep learning inside natural language processing, and it's also a technology that has some really obvious commercial... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_1_Introduction_and_Word_Vectors.txt | Okay. Hello everyone. [LAUGHTER] Okay we should get started. Um, they're actually are still quite a few seats left. If you wanna be really bold, there are a couple of seats right in front of me in the front row. If you're less bolder a few over there. Um, but they're also on some of the rows are quite a few middle seat... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2020_Low_Resource_Machine_Translation.txt | For today, I'm really delighted, um, to introduce our third guest speaker, who's Marc'Aurelio Ranzato. So he's originally from Italy and then worked at NYU with Yann LeCun, and then has a post-doc with Geoffrey Hinton. So he's a very dyed in the wool deep learning researcher. A lot of his original work was in the areas... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_3_Neural_Networks.txt | Okay. Hi everyone. Okay. Let's get started. Um- great to see you all here. Welcome back for um- week two of CS224N. Um- so- so this is a little preview of what's coming up in the class for this week and next week. Um- you know, this week is perhaps the worst week of this class. [LAUGHTER]. Um- so in week two of the cla... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_13_Contextual_Word_Embeddings.txt | Okay hi everyone. Let's get started again. Um. Okay. So, first of all for a couple of announcements. Um, first of all thanks to everyone, um, who filled in our mid-quarter survey we've actually gotten, um, great participation in that. Here are my two little Pac-Man figures. So, the Pac-Man figures thinks, means that al... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_7_Vanishing_Gradients_Fancy_RNNs.txt | Hi, everyone. I'm Abby. If you weren't here last week, I'm the head TA of this course. And this is the second [NOISE] of three lectures that I'm going to be giving on RNNs and related topics. Okay. So, welcome to week four. Today, we're going to be learning about vanishing gradients, and some more complex types of RNNs... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_8_Translation_Seq2Seq_Attention.txt | So welcome to the Machine [NOISE] Translation lecture, which is kind of like a culmination [NOISE] of this sequence of three lectures on RNNs and related topics. So let's have a few announcements first. Uh, the first thing is, as you probably noticed when you came in, we're taking attendance today. Uh, so you need to s... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_20_Future_of_NLP_Deep_Learning.txt | Let's get started. So welcome to the very final lecture of the class. I hope you're all surviving the last week and, uh, wrapping up your projects. So today we're going to be hearing about the future of NLP and deep learning. Uh, so Chris is still traveling and today we're going to be having Kevin Clark, who's one of t... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_18_Constituency_Parsing_TreeRNNs.txt | Okay. Hi everyone. Let's get started [NOISE] Okay. So, so for today's lecture, what we're gonna do is look at the topic of having Tree Recursive Neural Networks. I mean, this is actually, uh, a topic which I feel especially fond of and attached to, because actually when we started doing deep learning for NLP here at St... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_5_Dependency_Parsing.txt | Okay. Let's get started again. Okay. So welcome back to, um, week three of CS224N. Okay. So we- we've got a bit of a change of pace today after week two. So, um, this week in week three, we're actually going to have some human language, and so this lecture has no partial derivative signs in it. And so we'll be moving a... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_2_Word_Vectors_and_Word_Senses.txt | Okay. Hello everyone. Um, welcome back to the second class of, um, CS224N. Okay, so right at the end of last time I was just showing you a little, um, from this, um, IPython Notebook of things that you could do with word vectors but I kind of ran out of time a little for a bit. So, I'll just spend a couple of more minu... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_6_Language_Models_and_RNNs.txt | Hi, everyone. I'm Abby, I'm the head TA for this class and I'm also a PhD student in the Stanford NLP group. And today I'm gonna be telling you about language models and recurrent neural networks. So, here's an overview of what we're gonna do today. Today, first, we're going to introduce a new NLP task, that's language... |
Stanford_CS224N_Natural_Language_Processing_with_Deep_Learning_Course_Winter_2019 | Stanford_CS224N_NLP_with_Deep_Learning_Winter_2019_Lecture_9_Practical_Tips_for_Projects.txt | [NOISE] Okay everyone, let's get started for today. Okay. So, we're into week five of CS224n. And so, this is the plan for today. Um, in some sense a lot of this class is gonna be an easy class because I'm gonna talk about things like, um, final projects and tips for what you're meant to do, and finding a topic, and wr... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_18_UCLA.txt | okay I've got a study sheet for the final exam similar to the study sheet for the midterm let me just emphasize the final exam is cumulative it covers what we've done since the midterm but also the material that was on the midterm the study sheet is not cumulative okay the study sheet is just the stuff since the midter... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_3_UCLA.txt | okay so as promised last week on on Thursday I set up and solve the game for you we talked about it a little bit but as I said on Thursday I didn't say all I wanted to say about that game and indeed you might not have had the opportunity to say all you want to say about the game so I'm going to just put it up very quic... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_1_UCLA.txt | so syllabi should be going around where are they at this point okay so they're coming around slowly um I'm going to go through some logistical issues at the beginning um the first couple of things I need to talk about you don't really need to refer to the syllabus we'll go over the syllabus and then I'll give you somet... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_14_UCLA.txt | okay this is a more ambitious outline that I think we're going to get to today but it is maybe a good point here beginning of 8th week to look ahead touch base with where we're at and where I think we're going to go the rest of the quarter realistically most of today is going to be spent on topics 1 and 2 I have one mo... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_5_UCLA.txt | Hey so today we're going to ratchet the level of abstraction up a little bit I've said a couple of times as we've been going through the fundraising game that when political scientists and other social scientists use game theory in their work that we generally don't put specific numbers in our payoffs okay that those s... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_6_UCLA.txt | okay I've got a couple more points I want to make about using variable payoffs one thing that I need for you guys to be able to do your homework this week s you to be able to do this is to be able to set games up and sort of a middle ground between the two ways we've done it okay we first did the fundraising game where... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_2_UCLA.txt | okay I have um yeah three announcements to make first of all sections are going to meet this week except for June haunts sections on June is out of the country until next week I believe if you're in his section you've already heard from him his sections will not meet those sections our section 1 F 1 J and 1l it's the F... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_10_UCLA.txt | okay so today we are going to start talking about simultaneous games up to this point all of the strategic situations we've been interested in have had a natural sequence what we're interested in the strategic interaction we've been studying the real world have been cases that evolved first one person makes a choice an... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_12_UCLA.txt | okay I've got a homework to send around ah assignment number four you can do you can do question one right now you can sit and lecture and do it if you want although I don't think I'd recommend it given what we're gonna cover in lecture and I think by the end of lecture you'll probably be able to do question two certai... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_7_UCLA.txt | okay I've got homework 3 here going to send that around and I see homework 2 is coalescing up here at the front and okay um just to kind of give you an overview of what we're going to be doing the next two weeks we've got the midterm coming up the midterm is februari 7th that's a week from Thursday okay so how the rest... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_4_UCLA.txt | full strategy so what I did was I made a handout okay we're going to go through that again and I made a handout that I think will um I hope will facilitate that so I'm going to start sending the handout around while I get the outline up on the board you can start that thank you that for all e okay so this is kind of a ... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_11_UCLA.txt | okay so um the first thing we're going to do today is we're going to talk a little bit about games with more than two strategies and the context that I want to put this in is to pick up the context from our last meeting on Tuesday which is that I'm showing you a set of related techniques for solving simultaneous games ... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_15_UCLA.txt | okay so today we are going to start our last main topic in polyi 30 um it may be the last topic of any size uh depending on how things go uh it will be the last topic that you will be responsible for on the exam um if we're running ahead 10 week I will probably spend some of our last lecture talking about strategic vot... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_8_UCLA.txt | thanks sounds like it's not quite the agenda but it would be interesting to hear Michael Daka speculate about super Tuesdays of the past there you you us first the answer is yeah certainly by next Tuesday And if I'm organized before that I'm going to die day let's see to say about that okay um on the study sheet that c... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_13_UCLA.txt | I am returning to exactly the same form of the cops and robbers game that we worked on on Tuesday I've got too many pages here this looks like what I really need where we have cops they can be on the beat bring the donut shop we have robbers they can be at work they can be at home payoffs 2 and negative 5 from this cel... |
Political_Science_30_Politics_and_Strategy_UCLA | Political_Science_30_Politics_and_Strategy_Lec_19_UCLA.txt | okay guys um today is going to be a review session as I said the second thing I'm going to do is go through a practice problem Monica emailed me and suggested that that would be helpful I think that would be helpful to a lot of people what will make it particularly helpful is if while I send it around while I'm getting... |
MIT_8422_Atomic_and_Optical_Physics_II_Spring_2013 | 5_Single_photons_Part_2.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Good afternoon. S... |
MIT_8422_Atomic_and_Optical_Physics_II_Spring_2013 | 18_Techniques_for_ultralow_temperatures.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Good afternoon. W... |
MIT_8422_Atomic_and_Optical_Physics_II_Spring_2013 | 4_Nonclassical_light_squeezing_Part_1.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high-quality educational resources for free. To make a donation, or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Good afternoon. ... |
MIT_8422_Atomic_and_Optical_Physics_II_Spring_2013 | 12_Resonant_interactions.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Good afternoon, e... |
MIT_8422_Atomic_and_Optical_Physics_II_Spring_2013 | 20_Fermi_gases_BECBCS_crossover.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality, educational resources for free. To make a donation or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Most likely this... |
MIT_8422_Atomic_and_Optical_Physics_II_Spring_2013 | 14_Solutions_of_optical_Bloch_equations_Part_2.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: OK. First, welcom... |
MIT_8422_Atomic_and_Optical_Physics_II_Spring_2013 | 4_Nonclassical_light_squeezing_Part_2.txt | The following content is provided under a Creative Commons license. Your support will help MIT OpenCourseWare continue to offer high quality educational resources for free. To make a donation, or view additional materials from hundreds of MIT courses, visit MIT OpenCourseWare at ocw.mit.edu. PROFESSOR: Well, we are in ... |
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