Andrew y ng - Andrew Y. Ng [email protected]. Computer Science Department, Stanford University, Stanford, CA 94305, USA. Abstract. There has been much interest in unsuper ...

 
We describe latent Dirichlet allocation (LDA), a generative probabilistic model for collections of discrete data such as text corpora. LDA is a three-level hierarchical Bayesian model, in which each item of a collection is modeled as a finite mixture over an underlying set of topics. Each topic is, in turn, modeled as an infinite mixture over .... Order clover

3 days ago · Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. 2011. Learning Word Vectors for Sentiment Analysis. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pages 142–150, Portland, Oregon, USA. Association for Computational ... maas-etal-2011-learning. Cite (ACL): Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. 2011. Learning Word Vectors for … Andrew Y. Ng received the BSc degree from Carnegie Mellon University, the MSc degree from the Massachusetts Institute of Technology, and the PhD degree from the University of California, Berkeley. He is an assistant professor of computer science at Stanford University. Andrew Y. Ng View author publications You can also search for this author in PubMed Google Scholar Editor information Editors and Affiliations Dept. of Computer Science, Technische Universität Berlin, Franklinstr. 28/29, 10587, Berlin, Germany ...Semantic Taxonomy Induction from Heterogenous Evidence. Rion Snow | Daniel Jurafsky | Andrew Y. Ng. Proceedings of the 21st International Conference on Computational …Tap to unmute. Your browser can't play this video. Learn more. Andrew Ng. Home. Shorts. Library. Andrew Ng. @andrewyantakng‧20.5K subscribers‧16 videos‧.Andrew Ng is founder of DeepLearning.AI, general partner at AI Fund, chairman and cofounder of Coursera, and an adjunct professor at Stanford University. As a pioneer both in machine learning and online education, Dr. Ng has changed countless lives through his work in AI, authoring or co-authoring over 100 research papers in machine learning, robotics, and related …maas-etal-2011-learning. Cite (ACL): Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. 2011. Learning Word Vectors for …Sensitivity and Specificity. We consider the problem of estimating detailed 3D structure from a single still image of an unstructured environment. Our goal is to create 3D models that are both quantitatively accurate as well as visually pleasing. For each small homogeneous patch in the image, we use a Markov Random Field (MRF) ….What you’ll learn in this course. In ChatGPT Prompt Engineering for Developers, you will learn how to use a large language model (LLM) to quickly build new and powerful applications. Using the OpenAI API, you’ll be able to quickly build capabilities that learn to innovate and create value in ways that were cost-prohibitive, highly technical ...Ng/ml stands for nanograms per milliliter. This unit of measurement is often used for lab test results. For example, results of lab tests taken to check the levels of progesterone ...Nigeria's .ng domains cost more than double what it takes to register a .com, .org or .net domain. On the internet, Nigerians are opting for more global identities through web addr...Dr. Andrew Ng is an Associate Professor with ... Andrew NG. Associate Professor. Programme Leader, SIT ... Zhai S, Jiang W, Wei L, Karahan H, Yuan Y, Ng AK, Chen Y.Inverse RL algorithms exploit the fact that an expert demonstration implicitly encodes the reward function of the task at hand. 2. Reinforcement learning and related frameworks are often used as computational models for animal and human learning (Schmajuk & Zanutto, 1997 ; Touretzky & Saksida, 1997 ; Watkins, 1989 ).Andrew Senior, Paul Tucker, Ke Yang, Andrew Y. Ng fjeff, [email protected] Google Inc., Mountain View, CA Abstract Recent work in unsupervised feature learning and deep learning has shown that be-ing able to train large models can dramaticallySeptember 7, 2023 7:00 AM EDT. Back in 2010, Andrew Ng, then a professor at Stanford University, sent a proposal to Google’s leadership. He argued that Google should train neural networks, a ...Stanford's Autonomous Helicopter research project. Papers, videos, and information from our research on helicopter aerobatics in the Stanford Artificial Intelligence Lab. Inverted autonomous helicopter flight via reinforcement learning, Andrew Y. Ng, Adam Coates, Mark Diel, Varun Ganapathi, Jamie Schulte, Ben Tse, Eric Berger and Eric Liang.Cite (ACL): Richard Socher, Jeffrey Pennington, Eric H. Huang, Andrew Y. Ng, and Christopher D. Manning. 2011. Semi-Supervised Recursive Autoencoders for Predicting Sentiment Distributions. In Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, pages 151–161, Edinburgh, Scotland, UK..Andrew Ng: I run multiple models on my laptop — Mistral, Llama, Zefa. And I use ChatGPT quite often. But for privacy-sensitive things that I don’t want to send to a cloud provider, I would ...3 days ago · Andrew L. Maas, Raymond E. Daly, Peter T. Pham, Dan Huang, Andrew Y. Ng, and Christopher Potts. 2011. Learning Word Vectors for Sentiment Analysis. In Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies, pages 142–150, Portland, Oregon, USA. Association for Computational ... 19 Dec 2018 ... Machine Learning Yearning is a current work of Andrew Ng to teach students how to structure Machine Learning projects. You can have its draft ...Rajat Raina: Research Page. I am a Research Scientist at Facebook . I spend most of my time making advertising more relevant to users. At Stanford, I worked with Prof Andrew Y. Ng in the Stanford AI Lab . I am interested in studying machine learning and its applications, especially to large-scale problems or high-dimensional data. Andrew Ng is founder of DeepLearning.AI, general partner at AI Fund, chairman and cofounder of Coursera, and an adjunct professor at Stanford University. As a pioneer both in machine learning and online education, Dr. Ng has changed countless lives through his work in AI, authoring or co-authoring over 100 research papers in machine learning ... Specialization - 5 course series. The Deep Learning Specialization is a foundational program that will help you understand the capabilities, challenges, and consequences of deep learning and prepare you to participate in the development of leading-edge AI technology. In this Specialization, you will build and train neural network architectures ... In this conversation with Dr. Andrew Ng, Stanford University Professor, co-founder of Coursera, founding lead of Google Brain, founder of deeplearning.ai, fo... Andrew Y. Ng, and Christopher Potts Stanford University Stanford, CA 94305 [amaas, rdaly, ptpham, yuze, ang, cgpotts]@stanford.edu Abstract Unsupervised vector-based approaches to se-mantics can model rich lexical meanings, but they largely fail to ...What you’ll learn in this course. In ChatGPT Prompt Engineering for Developers, you will learn how to use a large language model (LLM) to quickly build new and powerful applications. Using the OpenAI API, you’ll be able to quickly build capabilities that learn to innovate and create value in ways that were cost-prohibitive, highly technical ...Andrew Ng. Co-Founder and Co-Chairman, Coursera. andrewng.org/ · @AndrewYNg. Andrew Ng is ...We present Natural Gradient Boosting (NGBoost), an algorithm for generic probabilistic prediction via gradient boosting. Typical regression models return a point estimate, conditional on covariates, but probabilistic regression models output a full probability distribution over the outcome space, conditional on the covariates. This allows for predictive uncertainty …Andrew Y. Ng View Profile, Stuart J. Russell View Profile Authors Info & Claims ICML '00: Proceedings of the Seventeenth International Conference on Machine Learning June 2000 Pages 663–670 Published: 29 June 2000 Publication History 271 citation 0 0 0 ... In this conversation with Dr. Andrew Ng, Stanford University Professor, co-founder of Coursera, founding lead of Google Brain, founder of deeplearning.ai, fo... Link analysis, eigenvectors, and stability, Andrew Y. Ng, Alice X. Zheng and Michael Jordan. In Proceedings of the Seventeenth International Joint Conference on Artificial Intelligence (IJCAI …Ryan Prenger, Sanjeev Satheesh, Shubho Sengupta, Adam Coates, Andrew Y. Ng Baidu Research – Silicon Valley AI Lab Abstract We present a state-of-the-art speech recognition system developed using end-to-end deep learning. Our architecture isEkin Tiu, Ellie Talius, Pujan Patel & Andrew Y. Ng Department of Biomedical Informatics, Harvard University, Boston, MA, USA Ekin Tiu, Ellie Talius, Pujan Patel & Pranav RajpurkarAndrew Y. Ng [email protected] Computer Science Department, Stanford University, Stanford CA 94305 USA Abstract The promise of unsupervised learning meth-ods lies in their potential to use vast amounts of unlabeled data to learn complex, highlyInverse RL algorithms exploit the fact that an expert demonstration implicitly encodes the reward function of the task at hand. Reinforcement learning and related frameworks are often used as computational models for animal and human learning (Watkins 1989 ; Schmajuk and Zanutto 1997 ; Touretzky and Saksida 1997 ).We present a new machine learning framework called "self-taught learning" for using unlabeled data in supervised classification tasks. We do not assume that the unlabeled data follows the same class labels or generative distribution as the labeled data. Thus, we would like to use a large number of unlabeled images (or audio samples, or text ...Andrew Ng [email protected] Michael Jordan Download PDF Abstract We compare discriminative and generative learning as typified by logistic regression and naive Bayes. We show, contrary to a widelyheld belief that discriminative classifiers are almost ...Jan 7, 2019 · Andrew Y. Ng. View author publications. You can also search for this author in PubMed Google Scholar ... Feb 20, 2024 · The estimated net worth of Andrew Y. Ng is at least $117.14 million as of February 20th, 2024. Dr. Ng owns 7,108,074 shares of Coursera stock worth more than $117,141,060 as of February 24th. This net worth approximation does not reflect any other investments that Dr. Ng may own. Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks. We develop an algorithm which exceeds the performance of board certified cardiologists in detecting a wide range of heart arrhythmias from electrocardiograms recorded with a single-lead wearable monitor. We build a dataset with more than 500 times the number of unique ...March 22, 2017. Andrew Ng, a leading figure in the world of artificial intelligence, is leaving his post as chief scientist at China’s Baidu and says he wants to find ways of advancing AI beyond ...Algorithms for In v erse Reinforcemen t Learning Andrew Y. Ng [email protected] Stuart Russell r [email protected] CS Division, U.C. Berk eley , CA 94720 USA Abstract This pap er addresses the problem of inverse r einfor c ement le arning (IRL) in Mark o v de- cision pro cesses, that is, the problem of ex- tracting a rew ard function giv ...Andrew Ng. Stanford University. Verified email at cs.stanford.edu - Homepage. Machine Learning Deep Learning AI. Articles Cited by Public access. Title. ... Y Netzer, T Wang, A Coates, A …Andrew Y. Ng [email protected] ord.edu Computer Science Department, Stanford Universit y, Stanford, CA 94305, USA Abstract There has been much interest in unsuper-vised learning of hierarchical ...Andrew Y. Ng Computer Science Department, Stanford University, Stanford, CA Computer Science Department, Stanford University, Stanford, CA View Profile Authors Info & Claims NIPS'13: Proceedings of the 26th International Conference on Neural Information ...Mar 1, 2003 · We describe latent Dirichlet allocation (LDA), a generative probabilistic model for collections of discrete data such as text corpora. LDA is a three-level hierarchical Bayesian model, in which each item of a collection is modeled as a finite mixture over an underlying set of topics. Each topic is, in turn, modeled as an infinite mixture over ... Andrew Ng is part of Stanford Profiles, official site for faculty, postdocs, students and staff information (Expertise, Bio, Research, Publications, and more). The site facilitates research and collaboration in academic endeavors. This short course taught by Isa Fulford (OpenAI) and Andrew Ng (DeepLearning.AI) will describe how LLMs work, provide best practices for prompt engineering, and show how LLM APIs can be used in applications for a variety of tasks, including: Summarizing (e.g., summarizing user reviews for brevity) Jan 12, 2020 · Andrew Y. Ng. Andrew Yan-Tak Ng is a Chinese English computer scientist, manager, investor and businessman. Ng co-founded and led Google Brain and was a former VP & Chief Scientist in Baidu, building a group of several thousand people to form an artificial intelligence company. He is a deputy professor at the University of Stanford. Ng is also ... Contrastive learning is a form of self-supervision that can leverage unlabeled data to produce pretrained models. While contrastive learning has demonstrated promising results on natural image classification tasks, its application to medical imaging tasks like chest X-ray interpretation has been limited. In this work, we propose MoCo-CXR, which is an adaptation of …Algorithms for In v erse Reinforcemen t Learning Andrew Y. Ng [email protected] Stuart Russell r [email protected] CS Division, U.C. Berk eley , CA 94720 USA Abstract This pap er addresses the problem of inverse r einfor c ement le arning (IRL) in Mark o v de- cision pro cesses, that is, the problem of ex- tracting a rew ard function giv ...Andrew Y. Ng [email protected] Computer Science Department, Stanford University, Stanford, CA 94305, USA Abstract There has been much interest in unsuper-vised learning of hierarchical generative mod-els such as deep belief networks. Scaling To ad ... Abstract. Linear text classification algorithms work by computing an inner prod- uct between a test document vector and a parameter vector. In many such algorithms, including naive Bayes and most TFIDF variants, the parame- ters are determined by some simple, closed-form, function of training set statistics; we call this mapping mapping from ... Rajat Raina: Research Page. I am a Research Scientist at Facebook . I spend most of my time making advertising more relevant to users. At Stanford, I worked with Prof Andrew Y. Ng in the Stanford AI Lab . I am interested in studying machine learning and its applications, especially to large-scale problems or high-dimensional data.Andrew Y. Ng For many pattern recognition tasks, the ideal input feature would be invariant to multiple confounding properties (such as illumination and viewing angle, in com- puter vision ...Tap to unmute. Your browser can't play this video. Learn more. Andrew Ng. Home. Shorts. Library. Andrew Ng. @andrewyantakng‧20.5K subscribers‧16 videos‧.Andrew Y. Ng Michael Jordan We describe latent Dirichlet allocation (LDA), a generative probabilistic model for collections of discrete data such as text corpora.Dr. Andrew Y. Ng Net Worth The estimated Net Worth of Andrew Y. Ng is at least $131 Million dollars as of 20 February 2024. Dr Ng owns over 75,000 units of Coursera stock worth over $106,246,110 and over the last 2 years he sold COUR stock worth over $24,835,204.Andrew Y. Ng View Profile, Stuart J. Russell View Profile Authors Info & Claims ICML '00: Proceedings of the Seventeenth International Conference on Machine Learning June 2000 Pages 663–670 Published: 29 June 2000 Publication History 271 citation 0 0 0 ...Dr has made over 27 trades of the Coursera stock since 2021, according to the Form 4 filled with the SEC. Most recently he sold 75000 units of COUR stock ...CS229 Winter 2003 2 To establish notation for future use, we’ll use x(i) to denote the “input” variables (living area in this example), also called input features, and y(i) to denote the “output” or target variable that we are trying to predict (price). A pair (x(i),y(i)) is called a training example, and the dataset ...Led by Andrew Ng, this course provides a broad introduction to machine learning and statistical pattern recognition. Topics include: supervised learning (gen...Andrew Ng [email protected] Download PDF Abstract Linear text classification algorithms work by computing an inner product between a test document vector and a parameter vector. In many such algorithms, including naive Bayes and most TFIDF variants ...Office:. Hong Kong. Andrew Y. Yan. Andy Yan joined SAIF in October 2001 and heads SAIF as the Managing Partner. Prior to joining SAIF, Mr. Yan was Managing Director & Head of Hong Kong Office of Emerging Markets Partnership which is the Principal Advisor to AIG Asian Infrastructure Funds. He has held the position of Director for Strategic ...In this Intel on AI podcast episode guest Andrew Ng joins host Abigail Hing Wen to talk about the future of AI. Artificial intelligence has so much buzz ...Andrew Y. Ng's 400 research works with 155,234 citations and 39,132 reads, including: Evaluating progress in automatic chest X-ray radiology report generation Andrew Y. Ng's research while ...Andrew Ng. Stanford University. Verified email at cs.stanford.edu - Homepage. Machine Learning Deep Learning AI. Articles Cited by Public access. Title. ... Y Netzer, T Wang, A Coates, A …Andrew Ng archive page September 12, 2023 Nico Ortega This essay is part of MIT Technology Review’s 2023 Innovators Under 35 package. Meet this year’s honorees. Innovation is a powerful engine ... Vivek Shankar, Xiaoli Yang, Vrishab Krishna, Brent Tan, Oscar Silva, Rebecca Rojansky, Andrew Y. Ng, Fabiola Valvert, Edward Briercheck, David Weinstock, Yasodha Natkunam, Sebastian Fernandez-Pol, Pranav Rajpurkar: LymphoML: An interpretable artificial intelligence-based method identifies morphologic features that correlate with lymphoma subtype. Andrew Ng About Publications Projects Courses Data-centric AI Contact Home Publications Feature selection, L1 vs. L2 regularization, and rotational invariance Feature selection, L1 vs. L2 regularization, and rotational invariance Authored by Andrew Ng ang@cs ...Republika NG Philipinas coins are worth between 1 sentimo and 10 pesos Phillipines, but this depends on the coin. One Phillipine peso is worth 2 cents in American currency. There a...Andrew Ng is Founder of DeepLearning.AI, General Partner at AI Fund, Chairman and Co-Founder of Coursera, and an Adjunct Professor at Stanford University. As a pioneer both in machine learning and online education, Dr. …Andrew Yan-Tak Ng is a Chinese English computer scientist, manager, investor and businessman. Ng co-founded and led Google Brain and was a former VP & Chief Scientist in Baidu, building a group of several …Jul 6, 2017 · Authors: Pranav Rajpurkar, Awni Y. Hannun, Masoumeh Haghpanahi, Codie Bourn, Andrew Y. Ng Download a PDF of the paper titled Cardiologist-Level Arrhythmia Detection with Convolutional Neural Networks, by Pranav Rajpurkar and 3 other authors Andrew Y. Ng is with Stanford University, CA 94305, United States Celine M. Vachon is with Mayo Clinic Hospital, AZ 85054, United States Nico Karssemeijer and Katharina Holland are with Radboud University Nijmegen Medical Centre, 6525 GA Nijmegen ...Andrew Keong Ng. Singapore Institute of Technology. No ... S Zhai, W Jiang, L Wei, HE Karahan, Y Yuan, AK Ng, Y Chen. Materials Horizons ...This work explores the use of deep rectifier networks as acoustic models for the 300 hour Switchboard conversational speech recognition task, and analyzes hidden layer representations to quantify differences in how ReL units encode inputs as compared to sigmoidal units. Deep neural network acoustic models produce substantial gains in large vocabulary continuous …Do, Andrew Y. Ng Abstract Linear text classification algorithms work by computing an inner prod- uct between a test document vector and a parameter vector. In many such algorithms, including naive Bayes and most TFIDF variants, the parame- ters are we call ...University at Buffalo. Ogo 2013 - Feb 2019 5 tahun 7 bulan. Buffalo/Niagara, New York Area. • Led collaborations between the University at Buffalo and the University of Pennsylvania in research projects deploying a leading proteomics platform to characterize genes in bone development and skeletal aging.This article investigated montage to understand and arrange cinematic architecture through operations of spatial reconstruction to present a sequence of spatial experiences. Montage is …Andrew Y Ng Daishi Harada Stuart Russell Computer Science Division Univ ersit y of California Berk eley Berk eley CA f angdaishirus se ll g c s ber ke ley e du Abstract This pap er in v estigates conditions under whic h mo dications to the rew ard function of a o ...PRIKASETYA, Gratianus. Employment Layoff Policy During Covid-19 Pandemic (Legal Comparative Analysis Based on Indonesia and Singapore Law). Corporate and Trade …Andrew Yan-Tak Ng is a Chinese English computer scientist, manager, investor and businessman. Ng co-founded and led Google Brain and was a former VP & Chief Scientist in Baidu, building a group of several …Do, Andrew Y. Ng Abstract Linear text classification algorithms work by computing an inner prod- uct between a test document vector and a parameter vector. In many such algorithms, including naive Bayes and most TFIDF variants, the parame- ters are we call ...Andrew Y. Ng View author publications You can also search for this author in PubMed Google Scholar Editor information Editors and Affiliations Dept. of Computer Science, Technische Universität Berlin, Franklinstr. 28/29, 10587, Berlin, Germany ...

Grounded Compositional Semantics for Finding and Describing Images with Sentences Richard Socher, Andrej Karpathy, Quoc V. Le*, Christopher D. Manning, Andrew Y. Ng Stanford University, Computer Science Department, *Google Inc. [email protected] .... Chime account login

andrew y ng

Andrew Y. Ng [email protected] ord.edu Computer Science Department, Stanford Universit y, Stanford, CA 94305, USA Abstract There has been much interest in unsuper-vised learning of hierarchical ...Andrew Ng shares a vision for democratizing access to AI, empowering any business to make decisions that will increase their profit and productivity. Learn how we could build a richer society – all with just a few self-provided data points.Zero-Shot Learning Through Cross-Modal Transfer Richard Socher, Milind Ganjoo, Christopher D. Manning, Andrew Y. Ng Computer Science Department, Stanford University, Stanford, CA 94305, USA [email protected], fmganjoo, [email protected], ang@Andrew Ng: I run multiple models on my laptop — Mistral, Llama, Zefa. And I use ChatGPT quite often. But for privacy-sensitive things that I don’t want to send to a cloud provider, I would ...24 Nov 2015 ... ... y pairs) Why is Deep Learning taking off? 10. Andrew NgAndrew Ng It's all about scale. almost; 11. Andrew NgAndrew Ng Rocket engines: Deep ...14 Feb 2024 ... Can the workforce learn AI skills quickly enough to keep pace with innovation? Andrew Ng, Landing AI founder and CEO, discusses the effect ...We describe latent Dirichlet allocation (LDA), a generative probabilistic model for collections of discrete data such as text corpora. LDA is a three-level hierarchical Bayesian model, in which each item of a collection is modeled as a finite mixture over an underlying set of topics. Each topic is, in turn, modeled as an infinite mixture over ...Cite (ACL): Richard Socher, Jeffrey Pennington, Eric H. Huang, Andrew Y. Ng, and Christopher D. Manning. 2011. Semi-Supervised Recursive Autoencoders for Predicting Sentiment Distributions. In Proceedings of the 2011 Conference on Empirical Methods in Natural Language Processing, pages 151–161, Edinburgh, Scotland, UK..Andrew Y. Ng We consider supervised learning in the presence of very many irrelevant features, and study two di#erent regularization methods for preventing overfitting.... Andrew Ng, founder of DeepLearning.AI, Founder and CEO of Landing AI, General Partner at AI Fund, Chairman and Co-Founder of Coursera, and an Adjunct ...Mr Andrew Wai Yan NG Solicitor & Notary Public Contact Info Tel: (852) 2123 1068 Fax: (852) 2123 1990 Email: [email protected] Address 10A, 10/F, 128 WELLINGTON STREET, CENTRAL, HONG KONG - CENTRAL MTR Station Exit D2 ...Richard Socher, Andrej Karpathy, Quoc V. Le, Christopher D. Manning, and Andrew Y. Ng. 2014. Grounded Compositional Semantics for Finding and Describing Images with Sentences. Transactions of the Association for Computational Linguistics, 2:207–218.Andrew Ng. Photo: Ariel Zambelich/Wired. There's a theory that human intelligence stems from a single algorithm. The idea arises from experiments suggesting that the portion of your brain... Despite many empirical successes of spectral clustering methods— algorithms that cluster points using eigenvectors of matrices derived from the data—there are several unresolved issues. Feb 22, 2024 · The estimated Net Worth of Andrew Y. Ng is at least $132 Million dollars as of 20 February 2024. Dr Ng owns over 75,000 units of Coursera stock worth over $107,450,233 and over the last 2 years he sold COUR stock worth over $24,835,204. Dr. Andrew Ng is a globally recognized leader in AI (Artificial Intelligence). He is Founder of DeepLearning.AI , Founder & CEO of Landing AI , General Partner at AI Fund , Chairman and …Andrew Ng active positions. COURSERA, INC. Landing.AI (US) Corp. develops artificial intelligence solutions for the enterprise. It offers Landing Light, an automated visual inspection for optimizing quality inspection in manufacturing operations. The company was founded by Andrew Ng in 2017 and is headquartered in Palo Alto, CA.We describe latent Dirichlet allocation (LDA), a generative probabilistic model for collections of discrete data such as text corpora. LDA is a three-level hierarchical Bayesian model, in which each item of a collection is modeled as a finite mixture over an underlying set of topics. Each topic is, in turn, modeled as an infinite mixture over ....

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