標(biāo)題: Titlebook: Information-Driven Machine Learning; Data Science as an E Gerald Friedland Textbook 2024 The Editor(s) (if applicable) and The Author(s), u [打印本頁(yè)] 作者: DEIFY 時(shí)間: 2025-3-21 18:36
書目名稱Information-Driven Machine Learning影響因子(影響力)
作者: Feedback 時(shí)間: 2025-3-21 22:20 作者: nautical 時(shí)間: 2025-3-22 03:00 作者: 技術(shù) 時(shí)間: 2025-3-22 07:58 作者: FACET 時(shí)間: 2025-3-22 08:42
Explainability,the decisions and predictions made by the model (Gilpin et al. (Explaining explanations: An overview of interpretability of machine learning, . pp. 80–89, 2018)). It contrasts with the “black box” concept in machine learning (see Chap. . where even its designers cannot explain why a model arrived at a specific decision.作者: 儲(chǔ)備 時(shí)間: 2025-3-22 16:22
978-3-031-39479-9The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl作者: amenity 時(shí)間: 2025-3-22 21:06 作者: altruism 時(shí)間: 2025-3-22 22:44
http://image.papertrans.cn/i/image/466021.jpg作者: browbeat 時(shí)間: 2025-3-23 03:23 作者: 懶惰人民 時(shí)間: 2025-3-23 09:10
Meta-Math: Exploring the Limits of Modeling,In this chapter, we will explore mathematical and statistical modeling in general and explore their limits. That is, what can we expect from modeling and what not. What are the limits of the approach we call “modeling”?作者: 隱藏 時(shí)間: 2025-3-23 11:24
Neural Network Architectures,Much of the recent success of artificial neural networks needs to be attributed to larger systems of neurons, herein called architectures. This chapter exemplifies some of these systems on a conceptual level.作者: 謙虛的人 時(shí)間: 2025-3-23 13:51
Machine Learning Operations,Machine Learning operations (.) is a core function of Machine Learning engineering, focused on streamlining the process of taking machine learning models to production and then maintaining and monitoring them. The name is derived from . (which stands for development operations) and is the process of testing and releasing software to production.作者: 幸福愉悅感 時(shí)間: 2025-3-23 19:38 作者: unstable-angina 時(shí)間: 2025-3-23 23:18 作者: 做事過(guò)頭 時(shí)間: 2025-3-24 04:07
Gerald Friedland culturally different dances. At a time when the world of dance is, on the one hand, seemingly becoming more like fusion cookery there is another faction promoting isolation and preservation of tradition. How, if at all, may these two worlds co-exist in dance education? Understanding teaching about 作者: 性上癮 時(shí)間: 2025-3-24 08:34
Gerald Friedland culturally different dances. At a time when the world of dance is, on the one hand, seemingly becoming more like fusion cookery there is another faction promoting isolation and preservation of tradition. How, if at all, may these two worlds co-exist in dance education? Understanding teaching about 作者: Ancestor 時(shí)間: 2025-3-24 10:50
Gerald Friedlandin the classroom, and this book offers a timely examination of teaching about culturally different dances. At a time when the world of dance is, on the one hand, seemingly becoming more like fusion cookery there is another faction promoting isolation and preservation of tradition. How, if at all, ma作者: 貪婪地吃 時(shí)間: 2025-3-24 18:07 作者: catagen 時(shí)間: 2025-3-24 20:49 作者: Neutral-Spine 時(shí)間: 2025-3-25 01:31
Gerald Friedlandin the classroom, and this book offers a timely examination of teaching about culturally different dances. At a time when the world of dance is, on the one hand, seemingly becoming more like fusion cookery there is another faction promoting isolation and preservation of tradition. How, if at all, ma作者: obstinate 時(shí)間: 2025-3-25 04:04
Gerald Friedlandin the classroom, and this book offers a timely examination of teaching about culturally different dances. At a time when the world of dance is, on the one hand, seemingly becoming more like fusion cookery there is another faction promoting isolation and preservation of tradition. How, if at all, ma作者: Endometrium 時(shí)間: 2025-3-25 07:30
Gerald Friedlandin the classroom, and this book offers a timely examination of teaching about culturally different dances. At a time when the world of dance is, on the one hand, seemingly becoming more like fusion cookery there is another faction promoting isolation and preservation of tradition. How, if at all, ma作者: crescendo 時(shí)間: 2025-3-25 13:55 作者: Horizon 時(shí)間: 2025-3-25 16:39 作者: grotto 時(shí)間: 2025-3-25 21:29
Gerald Friedlandfessional schools, I have much to credit my public school teachers. My teachers sure struggled much to teach an amazingly wide variety of students from different backgrounds, abilities, and hopes. Given that re- ity, which undoubtedly repeats itself across the United States and globe, one would thin作者: grotto 時(shí)間: 2025-3-26 02:14
Gerald Friedlandfessional schools, I have much to credit my public school teachers. My teachers sure struggled much to teach an amazingly wide variety of students from different backgrounds, abilities, and hopes. Given that re- ity, which undoubtedly repeats itself across the United States and globe, one would thin作者: leniency 時(shí)間: 2025-3-26 04:43
Gerald Friedlandfessional schools, I have much to credit my public school teachers. My teachers sure struggled much to teach an amazingly wide variety of students from different backgrounds, abilities, and hopes. Given that re- ity, which undoubtedly repeats itself across the United States and globe, one would thin作者: 跑過(guò) 時(shí)間: 2025-3-26 10:21
Gerald Friedlandfessional schools, I have much to credit my public school teachers. My teachers sure struggled much to teach an amazingly wide variety of students from different backgrounds, abilities, and hopes. Given that re- ity, which undoubtedly repeats itself across the United States and globe, one would thin作者: 悲觀 時(shí)間: 2025-3-26 12:52
Gerald Friedlandfessional schools, I have much to credit my public school teachers. My teachers sure struggled much to teach an amazingly wide variety of students from different backgrounds, abilities, and hopes. Given that re- ity, which undoubtedly repeats itself across the United States and globe, one would thin作者: Vertical 時(shí)間: 2025-3-26 18:15 作者: 分發(fā) 時(shí)間: 2025-3-26 23:29
prohibitive length. As a woman of colour, Cardi’s manicure can signal a certain economic arrival; her artificial nails are an indisputable signifier of disposable income used for personal services. Cardi B’s manicure counters historical narratives of subordination that situate women of colour at th作者: AV-node 時(shí)間: 2025-3-27 02:54
Introduction, describing a profession on the job market. The term “data scientist” had been used in various capacities prior to this, but this article mainly contributed to the role gaining mainstream recognition as a distinct profession. It has since become a highly sought-after job role in many industries due 作者: 搜尋 時(shí)間: 2025-3-27 05:40
The Automated Scientific Process,rgone a significant transformation in the recent past, particularly due to the advent of computers. Furthermore, we aim to provide a mathematical formulation for this change. This effort paves the way for understanding and applying the measurement and quantification concepts that are integral to thi作者: 好色 時(shí)間: 2025-3-27 12:13 作者: Cupping 時(shí)間: 2025-3-27 16:23 作者: carbohydrate 時(shí)間: 2025-3-27 20:19
Capacity, generalize the experimental results into a rule that can predict future experiments, most people would intuitively agree that a model should not be more complex than the training data. We introduced this intuition in Chap. ., especially Sect. .. More formally, the information content of the trainin作者: 煩躁的女人 時(shí)間: 2025-3-28 01:11
Capacity of Neural Networks,hapter shows how to generalize the memory-equivalent capacity of a single neuron to a network of neurons. This question has sparked many approaches in the machine learning community, including fields such as “neural architecture search” or the wider field of “hyper parameter optimization (HPO).” How作者: 熟練 時(shí)間: 2025-3-28 02:27
Capacities of Some Other Machine Learning Methods,in a machine learning model, and it brings us one step closer to reproducibility (see Corollary . and Chap. .). This chapter therefore discusses other machine learning approaches and how to calculate their memory-equivalent capacity (MEC).作者: 顯示 時(shí)間: 2025-3-28 07:35 作者: 善變 時(shí)間: 2025-3-28 12:07
Measuring Data Sufficiency,accini (There Is No Data like More Data, . ‘The Voice in the Machine: Building Computers That Understand Speech’, The MIT Press, 2012)). Indeed, increasing the sample size is definitely a guaranteed way to increase the probability of coming up with a good model. However, data acquisition can be cost作者: connoisseur 時(shí)間: 2025-3-28 16:43
Explainability,the decisions and predictions made by the model (Gilpin et al. (Explaining explanations: An overview of interpretability of machine learning, . pp. 80–89, 2018)). It contrasts with the “black box” concept in machine learning (see Chap. . where even its designers cannot explain why a model arrived at作者: CLEFT 時(shí)間: 2025-3-28 20:42 作者: 支柱 時(shí)間: 2025-3-29 02:11 作者: 癡呆 時(shí)間: 2025-3-29 07:05 作者: 溫和女孩 時(shí)間: 2025-3-29 08:11 作者: Arteriography 時(shí)間: 2025-3-29 12:18 作者: extract 時(shí)間: 2025-3-29 17:58 作者: antenna 時(shí)間: 2025-3-29 19:47
LOps, Data drift, bias.This groundbreaking book transcends traditional machine learning approaches by introducing information measurement methodologies that revolutionize the field...Stemming from a UC Berkeley seminar on experimental design for machine learning tasks, these techniques aim to overco作者: MITE 時(shí)間: 2025-3-30 01:20
Textbook 2024he field...Stemming from a UC Berkeley seminar on experimental design for machine learning tasks, these techniques aim to overcome the ‘black box‘ approach of machine learning by reducing conjectures such as magic numbers (hyper-parameters) or model-type bias. Information-based machine learning enab作者: 要控制 時(shí)間: 2025-3-30 06:47 作者: EXPEL 時(shí)間: 2025-3-30 10:28
Capacity,g data should give an upper limit for the complexity of the model. But how does one measure the complexity of a model? To measure the complexity of the model, we need the notion of model capacity, which is the topic of this chapter.作者: 不出名 時(shí)間: 2025-3-30 13:48 作者: jeopardize 時(shí)間: 2025-3-30 18:06 作者: analogous 時(shí)間: 2025-3-30 23:00
Gerald Friedlandces. Concerns and issues surrounding notions of tradition, innovation, appropriation, interculturalism, social justice and critical pedagogy emerge. Engaging with both practice and theory is a priority in this book, and a nexus978-94-6091-985-5作者: 過(guò)份 時(shí)間: 2025-3-31 01:17 作者: Hormones 時(shí)間: 2025-3-31 08:08 作者: nettle 時(shí)間: 2025-3-31 09:19 作者: Prostaglandins 時(shí)間: 2025-3-31 16:45
Gerald Friedlandces. Concerns and issues surrounding notions of tradition, innovation, appropriation, interculturalism, social justice and critical pedagogy emerge. Engaging with both practice and theory is a priority in this book, and a nexus978-94-6091-985-5作者: 來(lái)自于 時(shí)間: 2025-3-31 19:23
Gerald Friedland as another assault on our decentralized legal and school systems that should retain the right to balance the needs of communities, parents, schools, and students. I clearly did not intend, and978-1-4757-7678-2978-0-306-47540-5Series ISSN 0160-4422 作者: magnate 時(shí)間: 2025-4-1 00:34 作者: 警告 時(shí)間: 2025-4-1 04:46 作者: 放肆的我 時(shí)間: 2025-4-1 07:37 作者: Galactogogue 時(shí)間: 2025-4-1 10:55
