AIA Hsinchu Orange3

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Using Orange3 to study Machine Learning (classification & clustering) and Data Analytics (feature analysis). Orange3 is one of Visual Programming Tool for Image analysis and Text mining. About Image analysis, it can provide image embedding such as inception v3, VGG16 and VGG19.

Data & Analytics

Dr. Squall Wu
Wjsquallwu@gmail.com
Orange3 Introduction

2Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Dr. Chun-Yi (Squall) Wu
• Massachusetts Institute of Technology
– Smart Manufacturing Program 2019
• Taiwan AI Academy, Hsinchu 2018
• Glass Manufacturing Industry
– Image Classification, Text Mining, Deep Learning
• IBM Research Almaden 2017
– Nature Language Processing (SystemT)
• System Integration Company
– Feature Engineering, Predictive Maintenance, Industry 4.0
• Intellectual Property Service
– Patent Map (Visualization) & Patent Quality (PCA, BPANN)
• NTHU IEEM
– Neural Network, Clustering Algorithm, Genetic Algorithm, etc.
Taiwan AI Academy 校友會國際交流推動小組

3Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
ML Trend: Visual Programming

4Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
https://orange.biolab.si/

5Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Download

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Drag and Drop

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Data Type, Data Table

8Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Paint a two-dimensional data set

9Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Preprocess
Distributions

10Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Machine Learning

11Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Hierarchical Clustering supports interactive cluster selection.

12Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Interactive k-Means

13Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Machine Learning

14Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Regression model with Rank
1.人口中地位较低人群的百分数
房價
2.平均每居民房数
3.师生比例

15Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Features Analysis with Scatter Plot
LSTAT 人口中地位较低人群的百分数
越高房價越低
RM 平均每居民房数
越高房價越高

16Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Machine Learning

17Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Tree model and Tree Viewer
哺乳類
羽毛
骨頭
鰭
無脊椎
腳
昆蟲爬蟲類

18Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
A classification task

19Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Neural Network
• Neurons per hidden layer: defined as the
ith element represents the number of
neurons in the ith hidden layer.
• E.g. a neural network with 3 layers can be
defined as 2, 3, 2.
• Activation function for the hidden layer:
– Identity: no-op activation, useful to
implement linear bottleneck
– Logistic: the logistic sigmoid function
– tanh: the hyperbolic tan function
– ReLu: the rectified linear unit function
• Solver for weight optimization:
– L-BFGS-B: an optimizer in the family of
quasi-Newton methods
– SGD: stochastic gradient descent
– Adam: stochastic gradient-based
optimizer
• Alpha: L2 penalty (regularization term)
parameter
• Max iterations: maximum number of
iterations

20Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Finding common misclassifications of different models.

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Machine Learning
Image
Clustering

23Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Image Embedding

24Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Embedders
• InceptionV3 is Google’s deep neural network for image recognition. It
is trained on the ImageNet data set. The model we are using is
available here. For the embedding, Orange3 use the activations of the
penultimate layer of the model, which represents images with vectors.
• SqueezeNet is a deep model for image recognition that achieves
AlexNet-level accuracy on ImageNet with 50x fewer parameters. The
model is trained on the ImageNet dataset. Orange3 re-implemented the
SqueezeNet by using weights from the author’s pretrained model.
Orange3 use activations from pre-softmax (flatten10) layer as an
embedding.
• VGG16 and VGG19 are deep neural networks for image recognition
proposed by Visual Geometry Group from the University of Oxford.
They are trained on the ImageNet data set. Orange3 use a community
implementation of networks with original weights. As an embedding,
Orange3 use activations of the penultimate layer - fc7.

25Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Different embedding: Squeeze, Inception v3, VGG16

26Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Image for clustering

27Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Image for tree classification

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Image for classification model

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RF & NN

30Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Image embedding for a prediction task
correct
correct
3/4

31Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Machine Learning
Text Mining
& NLP
Image
Clustering

32Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
NY Times

33Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Preprocess Text & Word Cloud

34Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Text Classification

35Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019
Orange3
• 簡易上手的Data Analytics工具
• 可以處理數值，圖片，文字等多型態資料
• 透過Data pipeline，讓你的老闆知道你在做什麼
• 快速比較不同演算法，找到對的方向，再客製化模型
• Add-ons 好用但不太穩定
• 尚不支援ＣＮＮ，ＲＮＮ，ＲＬ等深度學習

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Timothy Spann

一比一原版(BCU毕业证书)伯明翰城市大学毕业证如何办理

dwreak4tg

原版定制【微信:41543339】【(BCU毕业证书)伯明翰城市大学毕业证】【微信:41543339】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才留信网服务项目： 1、留学生专业人才库服务（留信分析） 2、国（境）学习人员提供就业推荐信服务 3、留学人员区块链存储服务 → 【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！

原版制作(Deakin毕业证书)迪肯大学毕业证学位证一模一样

u86oixdj

学校原件一模一样【微信：741003700 】《(Deakin毕业证书)迪肯大学毕业证学位证》【微信：741003700 】学位证，留信认证（真实可查，永久存档）原件一模一样纸张工艺/offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。本公司拥有海外各大学样板无数，能完美还原。 1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700 【主营项目】一.毕业证【q微741003700】成绩单、使馆认证、教育部认证、雅思托福成绩单、学生卡等！二.真实使馆公证(即留学回国人员证明,不成功不收费) 三.真实教育部学历学位认证（教育部存档！教育部留服网站永久可查）四.办理各国各大学文凭(一对一专业服务,可全程监控跟踪进度) 如果您处于以下几种情况： ◇在校期间，因各种原因未能顺利毕业……拿不到官方毕业证【q/微741003700】 ◇面对父母的压力，希望尽快拿到； ◇不清楚认证流程以及材料该如何准备； ◇回国时间很长，忘记办理； ◇回国马上就要找工作，办给用人单位看； ◇企事业单位必须要求办理的 ◇需要报考公务员、购买免税车、落转户口 ◇申请留学生创业基金留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才

Adjusting OpenMP PageRank : SHORT REPORT / NOTES

Subhajit Sahu

For massive graphs that fit in RAM, but not in GPU memory, it is possible to take advantage of a shared memory system with multiple CPUs, each with multiple cores, to accelerate pagerank computation. If the NUMA architecture of the system is properly taken into account with good vertex partitioning, the speedup can be significant. To take steps in this direction, experiments are conducted to implement pagerank in OpenMP using two different approaches, uniform and hybrid. The uniform approach runs all primitives required for pagerank in OpenMP mode (with multiple threads). On the other hand, the hybrid approach runs certain primitives in sequential mode (i.e., sumAt, multiply).

Criminal IP - Threat Hunting Webinar.pdf

Criminal IP

原版制作(swinburne毕业证书)斯威本科技大学毕业证毕业完成信一模一样

u86oixdj

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一比一原版(CBU毕业证)卡普顿大学毕业证如何办理

ahzuo

CBU毕业证offer【微信95270640】《卡普顿大学毕业证书》《QQ微信95270640》学位证书电子版：在线制作卡普顿大学毕业证成绩单GPA修改（制作CBU毕业证成绩单CBU文凭证书样本）、卡普顿大学毕业证书与成绩单样本图片、《CBU学历证书学位证书》、卡普顿大学毕业证案例毕业证书制作軟體、在线制作加拿大硕士学历证书真实可查. 如果您是以下情况，我们都能竭诚为您解决实际问题：【公司采用定金+余款的付款流程，以最大化保障您的利益，让您放心无忧】 1、在校期间，因各种原因未能顺利毕业，拿不到官方毕业证+微信95270640 2、面对父母的压力，希望尽快拿到卡普顿大学卡普顿大学毕业证成绩单； 3、不清楚流程以及材料该如何准备卡普顿大学卡普顿大学毕业证成绩单； 4、回国时间很长，忘记办理； 5、回国马上就要找工作，办给用人单位看； 6、企事业单位必须要求办理的；面向美国乔治城大学毕业留学生提供以下服务: 【★卡普顿大学卡普顿大学毕业证成绩单毕业证、成绩单等全套材料，从防伪到印刷，从水印到钢印烫金，与学校100%相同】【★真实使馆认证（留学人员回国证明），使馆存档可通过大使馆查询确认】【★真实教育部认证，教育部存档，教育部留服网站可查】【★真实留信认证，留信网入库存档，可查卡普顿大学卡普顿大学毕业证成绩单】我们从事工作十余年的有着丰富经验的业务顾问，熟悉海外各国大学的学制及教育体系，并且以挂科生解决毕业材料不全问题为基础，为客户量身定制1对1方案，未能毕业的回国留学生成功搭建回国顺利发展所需的桥梁。我们一直努力以高品质的教育为起点，以诚信、专业、高效、创新作为一切的行动宗旨，始终把“诚信为主、质量为本、客户第一”作为我们全部工作的出发点和归宿点。同时为海内外留学生提供大学毕业证购买、补办成绩单及各类分数修改等服务；归国认证方面，提供《留信网入库》申请、《国外学历学位认证》申请以及真实学籍办理等服务，帮助众多莘莘学子实现了一个又一个梦想。专业服务，请勿犹豫联系我如果您真实毕业回国，对于学历认证无从下手，请联系我，我们免费帮您递交诚招代理：本公司诚聘当地代理人员，如果你有业余时间，或者你有同学朋友需要，有兴趣就请联系我你赢我赢，共创双赢你做代理，可以帮助卡普顿大学同学朋友你做代理，可以拯救卡普顿大学失足青年你做代理，可以挽救卡普顿大学一个个人才你做代理，你将是别人人生卡普顿大学的转折点你做代理，可以改变自己，改变他人，给他人和自己一个机会道银边山娃摸索着扯了扯灯绳小屋顿时一片刺眼的亮瞅瞅床头的诺基亚山娃苦笑着摇了摇头连他自己都感到奇怪居然又睡到上午点半掐指算算随父亲进城已一个多星期了山娃几乎天天起得这么迟在乡下老家暑假五点多山娃就醒来在爷爷奶奶嘁嘁喳喳的忙碌声中一骨碌爬起把牛驱到后龙山再从莲塘里采回一蛇皮袋湿漉漉的莲蓬也才点多点半早就吃过早餐玩耍去了山娃的家在闽西山区依山傍水山清水秀门前潺潺流淌的蜿蜒小溪一直都是山娃和小伙伴们盛试

做(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书学费发票原版一模一样

axoqas

原版定制【Q微信:741003700】《(mqu毕业证书)麦考瑞大学毕业证硕士文凭证书》【Q微信:741003700】成绩单、雅思、外壳、留信学历认证永久存档查询，采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【Q微信741003700】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信741003700】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。

Malana- Gimlet Market Analysis (Portfolio 2)

TravisMalana

Everything you wanted to know about LIHTC

Roger Valdez

一比一原版(爱大毕业证书)爱丁堡大学毕业证如何办理

g4dpvqap0

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Influence of Marketing Strategy and Market Competition on Business Plan

jerlynmaetalle

哪里卖(usq毕业证书)南昆士兰大学毕业证研究生文凭证书托福证书原版一模一样

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原版定制【Q微信:741003700】《(usq毕业证书)南昆士兰大学毕业证研究生文凭证书》【Q微信:741003700】成绩单、雅思、外壳、留信学历认证永久存档查询，采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【Q微信741003700】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信741003700】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。

Algorithmic optimizations for Dynamic Levelwise PageRank (from STICD) : SHORT...

Subhajit Sahu

Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.

Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...

pchutichetpong

M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years. Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success. MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies. According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”

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AbhimanyuSinha9

Machine learning and optimization techniques for electrical drives.pptx

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一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单

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UofM毕业证【微信95270640】办文凭{明尼苏达大学毕业证}Q微Q微信95270640UofM毕业证书成绩单/学历认证UofM Diploma未毕业、挂科怎么办？+QQ微信：Q微信95270640-大学Offer（申请大学）、成绩单（申请考研）、语言证书、在读证明、使馆公证、办真实留信网认证、真实大使馆认证、学历认证办国外明尼苏达大学明尼苏达大学毕业证假文凭教育部学历学位认证留信认证大使馆认证留学回国人员证明修改成绩单信封申请学校offer录取通知书在读证明offer letter。快速办理高仿国外毕业证成绩单： 1明尼苏达大学毕业证+成绩单+留学回国人员证明+教育部学历认证（全套留学回国必备证明材料给父母及亲朋好友一份完美交代）; 2雅思成绩单托福成绩单OFFER在读证明等留学相关材料（申请学校转学甚至是申请工签都可以用到）。 3.毕业证 #成绩单等全套材料从防伪到印刷从水印到钢印烫金高精仿度跟学校原版100%相同。专业服务请勿犹豫联系我！联系人微信号：95270640诚招代理：本公司诚聘当地代理人员如果你有业余时间有兴趣就请联系我们。国外明尼苏达大学明尼苏达大学毕业证假文凭办理过程： 1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询）； 2开始安排制作毕业证成绩单电子图； 3毕业证成绩单电子版做好以后发送给您确认； 4毕业证成绩单电子版您确认信息无误之后安排制作成品； 5成品做好拍照或者视频给您确认； 6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。有一次山娃坐在门口写作业写着写着竟伏在桌上睡着了迷迷糊糊中山娃似乎听到了父亲的脚步声当他晃晃悠悠站起来时才诧然发现一位衣衫破旧的妇女挎着一只硕大的蛇皮袋手里拎着长铁钩正站在门口朝黑色的屋内张望不好坏人小偷山娃一怔却也灵机一动立马仰起头双手拢在嘴边朝楼上大喊：“爸爸爸——有人找——那人一听朝山娃尴尬地笑笑悻悻地走了山娃立马“嘭的一声将铁门锁死心却咚咚地乱跳当山娃跟父亲说起这事时父亲很吃惊抚摸着山娃母

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一比一原版(UofM毕业证)明尼苏达大学毕业证成绩单

AIA Hsinchu Orange3

1. Dr. Squall Wu Wjsquallwu@gmail.com Orange3 Introduction

2. 2Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Dr. Chun-Yi (Squall) Wu • Massachusetts Institute of Technology – Smart Manufacturing Program 2019 • Taiwan AI Academy, Hsinchu 2018 • Glass Manufacturing Industry – Image Classification, Text Mining, Deep Learning • IBM Research Almaden 2017 – Nature Language Processing (SystemT) • System Integration Company – Feature Engineering, Predictive Maintenance, Industry 4.0 • Intellectual Property Service – Patent Map (Visualization) & Patent Quality (PCA, BPANN) • NTHU IEEM – Neural Network, Clustering Algorithm, Genetic Algorithm, etc. Taiwan AI Academy 校友會國際交流推動小組

3. 3Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 ML Trend: Visual Programming

4. 4Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 https://orange.biolab.si/

5. 5Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Download

6. 6Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Drag and Drop

7. 7Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Data Type, Data Table

8. 8Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Paint a two-dimensional data set

9. 9Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Preprocess Distributions

10. 10Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Machine Learning

11. 11Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Hierarchical Clustering supports interactive cluster selection.

12. 12Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Interactive k-Means

13. 13Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Machine Learning

14. 14Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Regression model with Rank 1.人口中地位较低人群的百分数房價 2.平均每居民房数 3.师生比例

15. 15Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Features Analysis with Scatter Plot LSTAT 人口中地位较低人群的百分数越高房價越低 RM 平均每居民房数越高房價越高

16. 16Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Machine Learning

17. 17Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Tree model and Tree Viewer 哺乳類羽毛骨頭鰭無脊椎腳昆蟲爬蟲類

18. 18Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 A classification task

19. 19Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Neural Network • Neurons per hidden layer: defined as the ith element represents the number of neurons in the ith hidden layer. • E.g. a neural network with 3 layers can be defined as 2, 3, 2. • Activation function for the hidden layer: – Identity: no-op activation, useful to implement linear bottleneck – Logistic: the logistic sigmoid function – tanh: the hyperbolic tan function – ReLu: the rectified linear unit function • Solver for weight optimization: – L-BFGS-B: an optimizer in the family of quasi-Newton methods – SGD: stochastic gradient descent – Adam: stochastic gradient-based optimizer • Alpha: L2 penalty (regularization term) parameter • Max iterations: maximum number of iterations

20. 20Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Finding common misclassifications of different models.

21. 22Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Machine Learning Image Clustering

22. 23Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Image Embedding

23. 24Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Embedders • InceptionV3 is Google’s deep neural network for image recognition. It is trained on the ImageNet data set. The model we are using is available here. For the embedding, Orange3 use the activations of the penultimate layer of the model, which represents images with vectors. • SqueezeNet is a deep model for image recognition that achieves AlexNet-level accuracy on ImageNet with 50x fewer parameters. The model is trained on the ImageNet dataset. Orange3 re-implemented the SqueezeNet by using weights from the author’s pretrained model. Orange3 use activations from pre-softmax (flatten10) layer as an embedding. • VGG16 and VGG19 are deep neural networks for image recognition proposed by Visual Geometry Group from the University of Oxford. They are trained on the ImageNet data set. Orange3 use a community implementation of networks with original weights. As an embedding, Orange3 use activations of the penultimate layer - fc7.

24. 25Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Different embedding: Squeeze, Inception v3, VGG16

25. 26Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Image for clustering

26. 27Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Image for tree classification

27. 28Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Image for classification model

28. 29Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 RF & NN

29. 30Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Image embedding for a prediction task correct correct 3/4

30. 31Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Machine Learning Text Mining & NLP Image Clustering

31. 32Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 NY Times

32. 33Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Preprocess Text & Word Cloud

33. 34Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Text Classification

34. 35Manufacturing Technology & Engineering Corning RestrictedDr. Squall Wu 2019 Orange3 • 簡易上手的Data Analytics工具 • 可以處理數值，圖片，文字等多型態資料 • 透過Data pipeline，讓你的老闆知道你在做什麼 • 快速比較不同演算法，找到對的方向，再客製化模型 • Add-ons 好用但不太穩定 • 尚不支援ＣＮＮ，ＲＮＮ，ＲＬ等深度學習

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