This document summarizes a presentation on data science in education given by Dr. Liu Ming-chi from National Cheng Kung University. The presentation outlines include topics such as data science, data scientists, the PISA assessment, future skills needed in education, how AI could impact education, and cases studies. It also includes several links to videos and articles about topics relating to using data in education.
1. The document discusses various applications of artificial neural networks (ANNs) such as pattern classification, clustering, forecasting, association, and summarization of news articles.
2. It provides examples of how ANNs can be used to classify images and documents into different groups or events. The architecture of a multi-document news summarization system using ANNs is shown.
3. The biological mechanisms of neural networks in the human brain are compared with artificial neural networks. Examples of different activation functions in artificial neurons and learning algorithms like the perceptron are presented.
Military personnel serving overseas maintain their sense of humor even in difficult circumstances. A slideshow presentation pokes fun at the challenges of military life through jokes and comedic sketches. The humor helps service members cope with the stresses of deployment and their duties abroad.
practicamente todas las formas y explicaciones para poder aprobar selectividad en galicia! espero que os sirva de ayuda, ya que ha llevado varios días de trabajo!
suerte!
The document is a report on expat life from a survey of over 21,000 expats globally. Some key findings from the report include:
- Singapore ranks first overall as the best place for expats to live and work, providing career opportunities and a stable economy. Expats there report an improved quality of life.
- Expats move abroad more for improved quality of life and new challenges rather than just higher salaries. Career progression, learning new skills, and integrating into new cultures are priorities.
- New Zealand ranks first for overall expat experience. Expats there enjoy an improved quality of life and increased physical activity due to the outdoor lifestyle.
- Sweden ranks first for family life, with high quality
We present a survey of transport methods for 3-D
video ranging from early analog 3DTV systems to most recent
digital technologies that show promise in designing 3DTV systems
of tomorrow. Potential digital transport architectures for 3DTV
include the DVB architecture for broadcast and the Internet
Protocol (IP) architecture for wired or wireless streaming. There
are different multiview representation/compression methods for
delivering the 3-D experience, which provide a tradeoff between
compression efficiency, random access to views, and ease of rate
adaptation, including the “video-plus-depth” compressed representation
and various multiview video coding (MVC) options.
Commercial activities using these representations in broadcast
and IP streaming have emerged, and successful transport of such
data has been reported. Motivated by the growing impact of the
Internet protocol based media transport technologies, we focus on
the ubiquitous Internet as the network infrastructure of choice for
future 3DTV systems. Current research issues in unicast and multicast
mode multiview video streaming include network protocols
such as DCCP and peer-to-peer protocols, effective congestion
control, packet loss protection and concealment, video rate adaptation,
and network/service scalability. Examples of end-to-end
systems for multiview video streaming have been provided.
汉语间统计式机器翻译语料处理-用臺湾闽南语示范
Corpus Preprocessing for Statistical Machine Translation between the Chinese Languages - Using Taiwan Southern Min as Examples
臺灣是一个多元民族、多元語言的國家。
講母語、使用母語是上基本的權利,
毋過母語的電腦相關應用煞誠少,
需要加強自然語言處理的研究佮語料收集整理。
臺灣本土語言百百種,
本論文是針對閩南語,
研究伊翻譯語料的特性。
除了閩南語本身以外,
嘛希望研究結果對別的本土語言有幫助。
本論文提出一个自動整理漢語語料的方法,
予資訊無完整的語料庫補足資訊,
發揮上大的價值,
BLEU分數對9.30搝到13.82。
另外閣用實驗證明平行語料數量無到十萬句的時,
加語料對翻譯的效果影響非常大,
原本64121句加到99147句了後,
BLEU分數對13.82提昇到19.33。
The Performance of MapReduce: An In-depth StudyKevin Tong
?
This document summarizes a study that evaluated techniques for improving the performance of MapReduce-based systems. The study identified several bottlenecks including I/O mode, record parsing, and sorting. It implemented optimizations like direct I/O, mutable decoding, and fingerprint-based sorting. Benchmarking showed these optimizations improved performance by 2.5-3.5 times, bringing MapReduce performance closer to parallel database systems. The authors conclude the techniques are effective but note further work is needed to develop a complete queryable MapReduce framework.
This document summarizes a presentation on data science in education given by Dr. Liu Ming-chi from National Cheng Kung University. The presentation outlines include topics such as data science, data scientists, the PISA assessment, future skills needed in education, how AI could impact education, and cases studies. It also includes several links to videos and articles about topics relating to using data in education.
1. The document discusses various applications of artificial neural networks (ANNs) such as pattern classification, clustering, forecasting, association, and summarization of news articles.
2. It provides examples of how ANNs can be used to classify images and documents into different groups or events. The architecture of a multi-document news summarization system using ANNs is shown.
3. The biological mechanisms of neural networks in the human brain are compared with artificial neural networks. Examples of different activation functions in artificial neurons and learning algorithms like the perceptron are presented.
Military personnel serving overseas maintain their sense of humor even in difficult circumstances. A slideshow presentation pokes fun at the challenges of military life through jokes and comedic sketches. The humor helps service members cope with the stresses of deployment and their duties abroad.
practicamente todas las formas y explicaciones para poder aprobar selectividad en galicia! espero que os sirva de ayuda, ya que ha llevado varios días de trabajo!
suerte!
The document is a report on expat life from a survey of over 21,000 expats globally. Some key findings from the report include:
- Singapore ranks first overall as the best place for expats to live and work, providing career opportunities and a stable economy. Expats there report an improved quality of life.
- Expats move abroad more for improved quality of life and new challenges rather than just higher salaries. Career progression, learning new skills, and integrating into new cultures are priorities.
- New Zealand ranks first for overall expat experience. Expats there enjoy an improved quality of life and increased physical activity due to the outdoor lifestyle.
- Sweden ranks first for family life, with high quality
We present a survey of transport methods for 3-D
video ranging from early analog 3DTV systems to most recent
digital technologies that show promise in designing 3DTV systems
of tomorrow. Potential digital transport architectures for 3DTV
include the DVB architecture for broadcast and the Internet
Protocol (IP) architecture for wired or wireless streaming. There
are different multiview representation/compression methods for
delivering the 3-D experience, which provide a tradeoff between
compression efficiency, random access to views, and ease of rate
adaptation, including the “video-plus-depth” compressed representation
and various multiview video coding (MVC) options.
Commercial activities using these representations in broadcast
and IP streaming have emerged, and successful transport of such
data has been reported. Motivated by the growing impact of the
Internet protocol based media transport technologies, we focus on
the ubiquitous Internet as the network infrastructure of choice for
future 3DTV systems. Current research issues in unicast and multicast
mode multiview video streaming include network protocols
such as DCCP and peer-to-peer protocols, effective congestion
control, packet loss protection and concealment, video rate adaptation,
and network/service scalability. Examples of end-to-end
systems for multiview video streaming have been provided.
汉语间统计式机器翻译语料处理-用臺湾闽南语示范
Corpus Preprocessing for Statistical Machine Translation between the Chinese Languages - Using Taiwan Southern Min as Examples
臺灣是一个多元民族、多元語言的國家。
講母語、使用母語是上基本的權利,
毋過母語的電腦相關應用煞誠少,
需要加強自然語言處理的研究佮語料收集整理。
臺灣本土語言百百種,
本論文是針對閩南語,
研究伊翻譯語料的特性。
除了閩南語本身以外,
嘛希望研究結果對別的本土語言有幫助。
本論文提出一个自動整理漢語語料的方法,
予資訊無完整的語料庫補足資訊,
發揮上大的價值,
BLEU分數對9.30搝到13.82。
另外閣用實驗證明平行語料數量無到十萬句的時,
加語料對翻譯的效果影響非常大,
原本64121句加到99147句了後,
BLEU分數對13.82提昇到19.33。
The Performance of MapReduce: An In-depth StudyKevin Tong
?
This document summarizes a study that evaluated techniques for improving the performance of MapReduce-based systems. The study identified several bottlenecks including I/O mode, record parsing, and sorting. It implemented optimizations like direct I/O, mutable decoding, and fingerprint-based sorting. Benchmarking showed these optimizations improved performance by 2.5-3.5 times, bringing MapReduce performance closer to parallel database systems. The authors conclude the techniques are effective but note further work is needed to develop a complete queryable MapReduce framework.