Your verification ID is: guDlT7MCuIOFFHSbB3jPFN5QLaQ Big Computing: A Machine Learning Example in R for Continous Outcomes using Cubist

Wednesday, February 17, 2016

A Machine Learning Example in R for Continous Outcomes using Cubist

Cubist is a machine learning algorithm for continous outcomes. Cubist is a rule-based decision tree that automatically deals with missing values. This makes using Cubist ideal for baselining the perdictive value of your data set because if it is messy with a lot missing values, you do not have to deal with it. Cubist has become my first-try model for all continous outcome data sets.
Cubist was developed by Quinlan, and the R package for Cubist is maintained by Max Kuhn who also maintains the Caret package.
The code for calling a Cubist model is fairly standard for most predictive models in R.
cubist( x= trainingpredictors, y = trainingoutcomes)
There are some other elements that help improve the basic Cubist model’s performance, but let’s start with the simple model and go from there. For this example, we are going to use the BostonHousing data set the is contained in the mlbench package. The Data comes from a 1978 paper by Harrison and Rubinfeld (“Hedonic Prices and the Demand for Clean Air,” Journal of Environmental Economics and Management, vol. 5, 1978, pp. 81-102). It is a very well-know data set with 506 rows and 19 variables. Let’s look at that data set before we move on to creating and evaluating a predictive model in R.
require(mlbench)
## Loading required package: mlbench
require(caret)
## Loading required package: caret
## Loading required package: lattice
## Loading required package: ggplot2
require(Cubist)
## Loading required package: Cubist
data(BostonHousing)
dim(BostonHousing)
## [1] 506  14
str(BostonHousing)
## 'data.frame':    506 obs. of  14 variables:
##  $ crim   : num  0.00632 0.02731 0.02729 0.03237 0.06905 ...
##  $ zn     : num  18 0 0 0 0 0 12.5 12.5 12.5 12.5 ...
##  $ indus  : num  2.31 7.07 7.07 2.18 2.18 2.18 7.87 7.87 7.87 7.87 ...
##  $ chas   : Factor w/ 2 levels "0","1": 1 1 1 1 1 1 1 1 1 1 ...
##  $ nox    : num  0.538 0.469 0.469 0.458 0.458 0.458 0.524 0.524 0.524 0.524 ...
##  $ rm     : num  6.58 6.42 7.18 7 7.15 ...
##  $ age    : num  65.2 78.9 61.1 45.8 54.2 58.7 66.6 96.1 100 85.9 ...
##  $ dis    : num  4.09 4.97 4.97 6.06 6.06 ...
##  $ rad    : num  1 2 2 3 3 3 5 5 5 5 ...
##  $ tax    : num  296 242 242 222 222 222 311 311 311 311 ...
##  $ ptratio: num  15.3 17.8 17.8 18.7 18.7 18.7 15.2 15.2 15.2 15.2 ...
##  $ b      : num  397 397 393 395 397 ...
##  $ lstat  : num  4.98 9.14 4.03 2.94 5.33 ...
##  $ medv   : num  24 21.6 34.7 33.4 36.2 28.7 22.9 27.1 16.5 18.9 ...
As you can, see it is a data set with 506 rows and 19 columns of all numeric values. We are going to try to predict the value of the last column (medv) which is the median value of owner-occupied homes in USD 1000’s. Here is a description of the data in each of the 19 columns.
crim crime rate of town zn proportion of residential land zoned for lot over 25,000 sq.ft. indus proportion of non-retail business acres per town chas Charles River Dummey Variable ( = 1 if tract bounds Charles River, = 0 if not) nox nitrix oxides concentration in parts per 10 million rm average number of rooms per dwelling age proportion of owner occupied units built before 1940 dis weighted distances to five Boston Employment centers rad index of accessibility to radial highways tax full value property tax per USD 10,000 ptratio pupil to teacher ratio per town b 1000(B-0.63)^2 where B is the proportion of African Americans in the town lstat percentage of lower status of the population medv median value of owner-occupied homes in USD 1000’s
Normally when you build a predictive model, you break that data set into two or three data sets - training, test, and hold out data set. That may differ slightly if you are using cross-validation, but in general I make a training and a test set. Here I will use an 80/20 split . I am also going to do a little modification to the chas variable
BostonHousing$chas <- as.numeric(BostonHousing$chas) - 1
set.seed(1)
inTrain <- sample(1:nrow(BostonHousing), floor(.8*nrow(BostonHousing)))
trainingPredictors <- BostonHousing[ inTrain, -14]
testPredictors     <- BostonHousing[-inTrain, -14]
trainingOutcome <- BostonHousing$medv[ inTrain]
testOutcome     <- BostonHousing$medv[-inTrain]
Now all we have to do is fit the model, make a prediction and then evaluate the prediction. Since we are predicting a continous variable here, we will use Root Mean Squared Error (RSME).
So fit the model
trainingPredictors <- BostonHousing[ inTrain, -14]
testPredictors     <- BostonHousing[-inTrain, -14]
trainingOutcome <- BostonHousing$medv[ inTrain]
testOutcome     <- BostonHousing$medv[-inTrain]
modelTree <- cubist(x = trainingPredictors, y = trainingOutcome)
modelTree
## 
## Call:
## cubist.default(x = trainingPredictors, y = trainingOutcome)
## 
## Number of samples: 404 
## Number of predictors: 13 
## 
## Number of committees: 1 
## Number of rules: 4
Look at the model
summary(modelTree)
## 
## Call:
## cubist.default(x = trainingPredictors, y = trainingOutcome)
## 
## 
## Cubist [Release 2.07 GPL Edition]  Wed Feb 17 21:19:55 2016
## ---------------------------------
## 
##     Target attribute `outcome'
## 
## Read 404 cases (14 attributes) from undefined.data
## 
## Model:
## 
##   Rule 1: [88 cases, mean 13.81, range 5 to 27.5, est err 2.10]
## 
##     if
##  nox > 0.668
##     then
##  outcome = 2.07 + 3.14 dis - 0.35 lstat + 18.8 nox + 0.007 b
##            - 0.12 ptratio - 0.008 age - 0.02 crim
## 
##   Rule 2: [153 cases, mean 19.54, range 8.1 to 31, est err 2.16]
## 
##     if
##  nox <= 0.668
##  lstat > 9.59
##     then
##  outcome = 34.81 - 1 dis - 0.72 ptratio - 0.056 age - 0.19 lstat + 1.5 rm
##            - 0.11 indus + 0.004 b
## 
##   Rule 3: [39 cases, mean 24.10, range 11.9 to 50, est err 2.73]
## 
##     if
##  rm <= 6.23
##  lstat <= 9.59
##     then
##  outcome = 11.89 + 3.69 crim - 1.25 lstat + 3.9 rm - 0.0045 tax
##            - 0.16 ptratio
## 
##   Rule 4: [128 cases, mean 31.31, range 16.5 to 50, est err 2.95]
## 
##     if
##  rm > 6.23
##  lstat <= 9.59
##     then
##  outcome = -1.13 + 1.6 crim - 0.93 lstat + 8.6 rm - 0.0141 tax
##            - 0.83 ptratio - 0.47 dis - 0.019 age - 1.1 nox
## 
## 
## Evaluation on training data (404 cases):
## 
##     Average  |error|               2.27
##     Relative |error|               0.34
##     Correlation coefficient        0.94
## 
## 
##  Attribute usage:
##    Conds  Model
## 
##     78%   100%    lstat
##     59%    53%    nox
##     41%    78%    rm
##           100%    ptratio
##            90%    age
##            90%    dis
##            62%    crim
##            59%    b
##            41%    tax
##            38%    indus
## 
## 
## Time: 0.0 secs
Make a prediction
mtPred <- predict(modelTree, testPredictors)
Get the RMSE
sqrt(mean((mtPred - testOutcome)^2))
## [1] 3.337924
That is not bad, but we can do better using Committees and Neighbors
Model Committes are created by generating a rule-based sequence of models similar to boosting. The number of committees can range from 1 to 100.
Let’s do a committee Cubist model with committees set to 100
set.seed(1)
committeeModel <- cubist(x = trainingPredictors, y = trainingOutcome, committees = 100)
## Get RMSE of COmmittee
comPred <- predict(committeeModel, testPredictors)
## RMSE
sqrt(mean((comPred - testOutcome)^2))
## [1] 2.779002
Now let’s add neighbors to the committees, which adjusts the model based adjacent solutions.
instancePred <- predict(committeeModel, testPredictors, neighbors = 4)
sqrt(mean((instancePred - testOutcome)^2))
## [1] 2.566348
So now the question is, what combination of committees and neighbors yields the best prediction? We can answer that by creating a vector of possible committees, and a vector of possible neighbors, then seeing where the RSME is best.
set.seed(1)
cTune <- train(x = trainingPredictors, y = trainingOutcome,"cubist",
               tuneGrid = expand.grid(.committees = c(1, 10, 50, 100),
                                      .neighbors = c(0, 1, 5, 9)),
                                      trControl = trainControl(method = "cv"))
cTune
## Cubist 
## 
## 404 samples
##  13 predictor
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold) 
## Summary of sample sizes: 363, 363, 363, 363, 362, 365, ... 
## Resampling results across tuning parameters:
## 
##   committees  neighbors  RMSE      Rsquared   RMSE SD    Rsquared SD
##     1         0          4.081800  0.7916640  1.3007653  0.15005686 
##     1         1          4.111955  0.7950087  1.2540113  0.13995896 
##     1         5          3.943515  0.8054412  1.2727587  0.14070680 
##     1         9          3.959522  0.8022459  1.3305391  0.14884521 
##    10         0          3.371765  0.8597818  0.9354412  0.08111265 
##    10         1          3.370218  0.8681521  0.8462733  0.07253983 
##    10         5          3.168392  0.8767757  0.9409569  0.07777561 
##    10         9          3.207153  0.8725973  0.9499315  0.07980860 
##    50         0          3.238911  0.8704658  0.9819922  0.08369843 
##    50         1          3.257555  0.8741483  0.9284914  0.08006349 
##    50         5          3.035711  0.8845178  1.0167411  0.08284853 
##    50         9          3.071004  0.8810091  1.0233749  0.08444221 
##   100         0          3.211165  0.8713608  1.0185290  0.08500905 
##   100         1          3.254918  0.8739276  0.9853192  0.08458200 
##   100         5          3.005851  0.8855715  1.0492541  0.08529563 
##   100         9          3.044205  0.8820627  1.0572761  0.08671512 
## 
## RMSE was used to select the optimal model using  the smallest value.
## The final values used for the model were committees = 100 and neighbors
##  = 5.
As you can see, Cubist does really well as a predictive model.

208 comments:

  1. Here I want to show you how to get a beautiful picture, if you are not a professional photographer. You try to use this app and give me feedback!
    b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612 , b612

    ReplyDelete
  2. To take a photograph is beautiful, there are many important factors. In particular, the use of applications that contributes most to make the shimmering picture
    retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica , retrica

    ReplyDelete
  3. Nice! thank you so much! Thank you for sharing. Your blog posts are more interesting and impressive. I think there are many people like and visit it regularly, including me.I actually appreciate your own position and I will be sure to come back here.
    facebook baixar l baixar facebook l baixar facebook gratis l facebook movel l facebook movel baixar

    ReplyDelete
  4. شهر استانبول ،شهر تاریخی و شهر جذاب کشور ترکیه است که در قالب تور استانبولسالانه پذیرای تعداد زیادی از گردشگران است.اگر قصد سفر به کشور ترکیه را دارید خواهشمندیم برای رزرو تور استانبول با ما در تماس باشید.

    ReplyDelete
  5. Thanks for this. I was thinking about buying your books through the bookbud offer. This post has had me decide to not do so. Have a good day.
    gclub
    gclub casino online
    จีคลับ

    ReplyDelete
  6. i like what you share bro , thank you keep going hguhf
    العاب حرب

    ReplyDelete
  7. Your blog posts are more interesting and impressive. I think there are many people like and visit it regularly, including me.I actually appreciate your own position and I will be sure to come back here.













    ความงาม

    ReplyDelete
  8. Awesome..You have clearly explained …Its very useful for me to know about new things..Keep on blogging..
    Selenium Training in Chennai | Selenium Training in Bangalore | Selenium Training in Pune

    ReplyDelete
  9. Thank you for providing useful information and its best for the students to make good career.learn Python training course.
    Python Training in Hyderabad

    ReplyDelete
  10. It's interesting that many of the bloggers to helped clarify a few things for me as well as giving.Most of ideas can be nice content.The people to give them a good shake to get your point and across the command

    Data Science Training in Chennai
    Data science training in bangalore
    Data science online training
    Data science training in pune
    Data science training in kalyan nagar
    selenium training in chennai

    ReplyDelete
  11. I would assume that we use more than the eyes to gauge a person's feelings. Mouth. Body language. Even voice. You could at least have given us a face in this test.

    java training in marathahalli | java training in btm layout

    java training in jayanagar | java training in electronic city

    java training in chennai | java training in USA

    selenium training in chennai

    ReplyDelete
  12. I appreciate your efforts because it conveys the message of what you are trying to say. It's a great skill to make even the person who doesn't know about the subject could able to understand the subject . Your blogs are understandable and also elaborately described. I hope to read more and more interesting articles from your blog. All the best.
    python training in pune
    python online training
    python training in OMR

    ReplyDelete
  13. I am sure this post has helped me save many hours of browsing other related posts just to find what I was looking for. Many thanks!
    Blueprism training in marathahalli

    Blueprism training in btm

    Blueprism online training

    ReplyDelete
  14. Really great post, I simply unearthed your site and needed to say that I have truly appreciated perusing your blog entries. I want to say thanks for great sharing.
    python training Course in chennai
    python training in Bangalore
    Python training institute in bangalore

    ReplyDelete
  15. This is a nice article here with some useful tips for those who are not used-to comment that frequently. Thanks for this helpful information I agree with all points you have given to us. I will follow all of them.
    Java training in Chennai | Java training institute in Chennai | Java course in Chennai

    Java training in Bangalore | Java training institute in Bangalore | Java course in Bangalore

    Java online training | Java Certification Online course-Gangboard

    Java training in Pune

    ReplyDelete
  16. Thank you for sharing this useful information with us. It is very nice blog post Android App Development Services

    ReplyDelete
  17. Thanks For Sharing The Information The Information shared Is Very Valuable Please Keep Updating Us Time Just Went On reading The Article Python Online Training Aws Online Course DataScience Online Course Devops Online Course

    ReplyDelete
  18. Thanking to provide best article blog having good information useful for everyone.you can also learn Big Data Hadoop Online Training.

    Big Data and Hadoop Training In Hyderabad

    ReplyDelete
  19. Have you been thinking about the power sources and the tiles whom use blocks I wanted to thank you for this great read!! I definitely enjoyed every little bit of it and I have you bookmarked to check out the new stuff you post

    devops online training

    aws online training

    data science with python online training

    data science online training

    rpa online training

    ReplyDelete
  20. Thank you for providing such an awesome article and it is very useful blog for others to read.

    Oracle ICS Online Training

    ReplyDelete

  21. Thanks for sharing the information. It is very useful for my future. keep sharing travel trekking tips
    see the link Tent Camping 101 Exploring Smithriver

    ReplyDelete
  22. Thanks for sharing this information, big data handling is the next revolution in the technology world. Blockchain technology service providing companies are very few in market but working on this platform will really make you stand out of this world.

    ReplyDelete
  23. Thanks for sharing useful information article to us keep sharing this info.
    data science training in mumbai
    data science course in mumbai

    ReplyDelete
  24. escort services in dwarka would definitely help to provide the best female as well as male escort.



    ReplyDelete
  25. BA Revaluation Result 2019
    Hey Nice Blog!! Thanks For Sharing!!! Wonderful blog & good post. It is really very helpful to me, waiting for a more new post. Keep Blogging

    ReplyDelete
  26. Thanks for sharing useful information article to us keep sharing this info...
    DevOps Training in Marathahalli - Bangalore | DevOps Training Institutes | DevOps Course Fees and Content | DevOps Interview Questions - eCare Technologies located in Marathahalli - Bangalore, is one of the best DevOps Training institute with 100% Placement support. DevOps Training in Bangalore provided by
    DevOps Certified Experts and real-time Working Professionals with handful years of experience in real time DevOps Projects.

    ReplyDelete
  27. Thank you for your excellent article. I feel good about your article.
    slotxo

    ReplyDelete
  28. This article makes life happy, bright and gives good ideas.
    Sa gaming สมัคร

    ReplyDelete
  29. Blockchain Course in Bangalore with 100% placement. We are the Best Blockchain Course Institute in Bangalore. Our Agile testing course and Certification courses are taught by working professionals who are experts in Blockchain.

    Blockchain Training in Bangalore

    Blockchain course in bangalore

    Blockchain in bangalore

    Blockchain classes in bangalore

    Blockchain course institute in bangalore

    Agile testing course and Certification course syllabus

    best Blockchain course

    Blockchain course centers

    ReplyDelete
  30. The blog is very useful and informative thanks for sharing cloud computing

    ReplyDelete
  31. KloudWIFI truly believes that reliable, fast networks have been the game changers in driving innovation, productivity and instant collaboration supported by the relentless growth of convenient cloud-hosted applications. Even with a powerful, proven network infrastructure like Cisco Meraki and Ekahau, the end user experience can only be truly optimized by considering all the internal and external factors to the end user experiences. meraki insight partner in hyderabad

    ReplyDelete
  32. This is excellent information. It is amazing and wonderful to visit your site.Thanks for sharing this information,this is useful to me.

    devops Training in Bangalore

    Best Devops Training Institutes in Bangalore


    ReplyDelete
  33. Hi, I am Veronica Kate. I am working as a full-time academic consultant with Livewebtutors. We are providing Dissertation Editing Service and Deakin Referencing Generator to university and college students across the globe. I have been successfully helping students, scholars and professionals in various services like I mentioned above for more than 5 syears and hold excellent writing, proofreading and editing skills. You would also find various academic tools on Livewebtutors like Paraphrasing Tool and Harvard Referencing Generator.

    ReplyDelete
  34. Select the option of Assignment Help when you don’t want to take the stress of writing your assignments or homework. This option allows you to get experts’ assistance for composing your academic papers even in adverse conditions.

    ReplyDelete
  35. Sometime, your printer may get offline or print jobs get stuck in the print queue and because of that you won’t print anything. In such situation, you need to avail HP Printer Troubleshooting guidelines from well-professional tech-savvy to deal with such a printing problem. When you contact to them via helpline number, the printing error issue that you encountered will surely be eradicated within a couple of second. If the call is not going through, then you can email us or text messages to get one-stop solution in hand.

    ReplyDelete
  36. Wi-Fi protected setup is one of the best ways to connect printer wirelessly. We need a WPS Pin Number to establish a connection to print documents from distance. Apply the given steps to easily find the number on your device.

    ReplyDelete
  37. The most egalitarian and supportive management is the world's Epson Link Printer Setup. With world-class Epson Printers, experience fast printing! Start writing using handy gadgets from every part of the globe, such as cell phones and laptops. Download the Epson Connect Printer Configuration tool right now to use Epson Email Print, Remote Print or Cloud Scan. We promise that the Epson name's reputation is maintained and the finest fulfillment is successfully extended to a wide range of people in this way. Both the administrations and services given to the end of the client are one of a sort and important in nature. Call if you would like assistance with the Epson Printer Setup issues. To handle every scope of printer problem, we are accessible every minute of every day.
    Please visit our site: Epson Printer Setup Utility

    ReplyDelete
  38. H2Kinfosys is offering Selenium online training with selenium webdriver, and Junit. Learn selenium Java online from our software testing experts.

    Selenium Webdriver

    ReplyDelete
  39. Thanks for sharing post. You are very articulate and explain your ideas and opinions clearly leaving no room for miscommunication. Please Kindly check My web: yoyomedia.

    ReplyDelete
  40. Usually, I come thorough multiple blogs daily but today I found your post very relevant and informative. It is really appreciable work by you. Good luck with the upcoming work.

    Digital Marketing Services in delhi
    website development packages

    ReplyDelete
  41. The global Car Strut Market is driven by the vehicle manufacturing industry as car struts are most commonly seen on the front and rear of small to medium cars and now large cars are trending towards strut based suspension design. Car struts are preferred as they are simple and have a low initial cost. The key factors restraining the global car strut market is because of handling and low performance and high maintenance properties. Most of the sports cars employ a double wishbone suspension which does not use car strut but Porsche911 uses struts rather than shock absorbers. Among the regions mentioned above Asia-pacific dominates the global car struts market as this region is dominated by automotive suspension.

    ReplyDelete
  42. We are offering the best services to activate the Roku channels that telecast 2021 Super Bowl. Being an independent service provider, it’s our vision to provide quality and timely support to the customers. Visit our portal; accept the terms and conditions, the privacy policies before accessing our services. It’s time to stay entertained watching Watch Super Bowl Live | How to watch Super Bowl live

    ReplyDelete
  43. We can also perform scanning task on printer to send words from paper to digital format. HP scan to computer features help users to directly send a copy to computer. To do that you just need to install HP scan software. Know the complete procedure of HP Scan to Computer in the given blog.

    ReplyDelete
  44. You have to be patient and pay attention to your studies to maintain steady academic performance. Meanwhile, you also think about assignment writing and how to finish your papers without missing deadlines. In this context, you can buy the services of Assignment Help and manage other things to upgrade your performance.

    ReplyDelete
  45. In any working company, printers play an important role and if they start to work improperly, then it might create a lot of trouble in our work. In such cases, most of us do not know what to do and we panic. But you can always try some simple workarounds that will certainly support you if your printer begins to show errors or you are unable to print from it. The "Canon Printer in Error State" error or Canon printer offline error has been frequently encountered by many users. First, then, we will learn what causes it to go into an error state and what we can do to solve this problem.
    AIM Mail Login

    ReplyDelete
  46. If you forgot bellsouth email login, we may want to let you know which you are not the best one, and this is a commonplace hassle faced through maximum of BellSouth customers across bellsouth email login the state. We will display you the way to recover BellSouth Email password and help you in your
    bellsouth email login email Recovery. It is very traumatic, certainly, but the steps beneath will ease it bellsouth email login.

    ReplyDelete
  47. For the people seeking the answer to the most simplest question, that is How to activate Roku? Once you setup your device by following on-screen prompts, browse for Roku.com/link. Create or log in with your Roku account. Simply take a look out for our blog to get a clearer picture. Contact tech support via +1-850-789-2110

    ReplyDelete
  48. QuickBooks is that the foremost admirable and efficient financial management software. This accounting tool has many amazing and unique features and functions to make the work of the company easy and smooth. Now, I’m experiencing that QuickBooks Unable to Locate PDF Viewer problem. I don’t have much experience of resolving this error. Because of the remake of Acrobat, my QuickBooks isn't able to locate PDF viewer. I’m trying my skills for this problem, but nothing is useful on behalf of me. Can anyone provide the permanent ways to resolve this error?

    ReplyDelete
  49. If you are facing issues due to Comcast email login issues, with your Comcast email address and password. Click on users and preferences You should now be able to send or receive emails from people who need to reach you. If the problem exist, we suggest having your clients use a different email address instead of using Comcast email.

    ReplyDelete
    Replies
    1. new fantasy app Download best fantasy cricket app in India & win cash; visit fantasy cricket best website-know more fantasy cricket tips. Download Fantasy Power 11’s fantasy cricket best app- know the fantasy cricket tips and win huge cash prizes! Fantasy Power 11

      Delete
    2. i'm unequipped for perusing articles online especially every now and again, but Im cheerful I did these days. it is chosen dexterously composed, and your focuses are skillfully communicated. I request you agreeably, engage, dont at any point lower composing.! Paint Tool Sai Cracked

      Delete
  50. How to Activate Cartoon Network on Roku

    1.Initially, Press the home button.
    2.Navigate to the Roku channel store
    3.Search for cartoon network
    4.Add the channel to your watchlist to see an activation code.
    5.Now, Google for cartoonnetwork.com/activate
    6.Then, Enter your activation code.
    7.Login in using your Roku account.
    8.Move on and Tap "what to watch" and Choose the channel store.
    9.Search for cartoon network and add.
    10.Yup! Activation is Done

    ReplyDelete
  51. Globa Airless Tyres Market size valued at USD 34.2 million in 2019 and is poised to grow at a CAGR of over 5.5% between 2020 and 2026. Ongoing technological advancement for reducing vibration and noise generated by tires will drive the market revenue. The airless tires offer enhanced load bearing capabilities, driving performance, and environment friendly design. Consumers are adopting these tires for eliminating the requirement of spare tires, and superior productivity in applications including manufacturing sector, farming, construction & mining sectors.

    ReplyDelete
  52. https://sites.google.com/view/ios-app-development-agency/iphone-app-development
    https://smithbill9870.medium.com/native-mobile-app-development-its-advantages-aa1a6bf6bfc1
    https://johnmoody095.wixsite.com/my-site

    ReplyDelete
  53. For the people seeking the answer to the most simplest question, that is How to activate Roku? Once you setup your device by following on-screen prompts, browse for Roku.com/link. Create or log in with your Roku account. Simply take a look out for our blog to get a clearer picture. For further details contact tech experts via +1-850-789-2110

    Read more about Roku Activation Email

    ReplyDelete
  54. Great post to learn more things about Machine learning. Thanks for sharing. We like to introduce Comprehensive In-Store Analytics UAE . As a European leader within people counting and data analytics, we dedicate ourselves to identifying our clients' challenges quickly and continuously innovating our solutions.

    ReplyDelete
  55. What is big datacompany? Why is it important? How do you mine it? What do you do with it? These are all questions you should be asking, as an analyst or a consumer. The amount of data being produced every second is staggering. The amount of data being created in a month is more than the amount of data created in the first 100 years of the Library of Congress. The truth is that, to handle this much data, you're going to need lots of storage space.

    ReplyDelete
  56. A Corporate Sales Specialist operating in the Latin American region. We are experts in Mercado Latinoamericano de Gafas | Tamaño de la Industria, Participación, Crecimiento, Informe, Análisis 2021-2026, We provide market reports across various industry verticals and also help with procurement and supply chain intelligence. By giving you better insights, we help you make informed business decisions.

    ReplyDelete
  57. Thanks for Posting Such a Nice blog. Keep updating Us in Future
    For More Relevant Information Please Visit

    React Native or Flutter

    ReplyDelete
  58. Beautifully expressed! I love what we've got here, love what you say and how you say it. Keep it up and share this kind of good knowledgeable content. Comprehensive In-Store Analytics UAE

    ReplyDelete
  59. The easiest way to get more views on your Instagram page. Buy Instagram views from SMM panel. Post consistently on your social media page or create your profile more attractive. These steps help you for growth your page organically. For more information You can connect with our website.
    Buy Instagram views

    ReplyDelete
  60. Fantasy Power 11 if you have a good knowledge of Cricket you Can earn real money or Paytm cash. Download Link, and Review.If You have skills related to cricket, football, Kabaddi so you can play fantasy cricket in Fantasy Power11 and win real Cash fantasy cricket tips and tricks

    ReplyDelete
  61. It’s not challenging to fix Roku Error Code 018 if you choose the appropriate troubleshooting guide. Before you begin the troubleshooting, understand what causes the error to pop up on your device screen. Roku error 018 occurs due to poor internet connection. Hence you can improve the network signal strength to the maximum. If the error codes persist, contact our Roku customer support for troubleshooting assistance.

    ReplyDelete
  62. SBCGlobal is known among the top email service providers for offering excellent and reliable email services to its customers. If you have an SBCGlobal Email address, you can easily send and receive emails and quickly meet most of the advanced contact criteria, just as with other email platforms. However, there will be times when you are unable to connect to your SBCglobal Login account. Multiple factors can cause such issues; however, you can eliminate the error by using some basic troubleshooting techniques.
    SBCglobal email Login

    ReplyDelete
  63. The global Hydrogen Generation Market is projected to reach USD 201 billion by 2025 from an estimated USD 130 billion in 2020, at a CAGR of 9.2% during the forecast period. Increasing fuel cell power generation application is driving the growth of the market. The outbreak of COVID-19 started in December 2019, which has also impacted the global hydrogen generation market across all major regions considered in the study. Major countries affected by the COVID- 19 outbreak include China, the US, the UK, Italy, and several key economies across the world. The electricity demand has been reduced significantly due to the COVID-19 pandemic, though electricity use in residential buildings has increased.

    ReplyDelete
  64. Do you know the Cypon syrup uses and side effects? Here we have mentioned some uses and side effects. For more detail, you should visit HealthStrives.
    For weight gaining purposes. (mostly).
    After consuming Cypon Syrup you can feel dizzy. This is a very common side effect experienced
    May induce gas-related discomfort. (side-effect)
    Few patients have also noted severe abdominal cramping as a side effect.
    Unusual swelling in certain patients.

    ReplyDelete

  65. We will furnish you stunning sexual assistance with the assistance of our escorts service. Truly, we are talking about our delightful and Sizzling Call Girls in Bangalore.

    Website:-
    https://www.callgirlinbangalore.com/
    https://www.callgirlinbangalore.com/escorts-gallery.php
    https://www.callgirlinbangalore.com/about-us.php
    https://www.callgirlinbangalore.com/call-girls-rate.php
    https://www.callgirlinbangalore.com/contact-us.php


    Local Places:-
    https://www.callgirlinbangalore.com/escorts-in-indiranagar.php
    https://www.callgirlinbangalore.com/escorts-in-koramangala.php
    https://www.callgirlinbangalore.com/escorts-in-banaswadi.php
    https://www.callgirlinbangalore.com/escorts-in-electronic-city.php
    https://www.callgirlinbangalore.com/escorts-in-jayanagar.php
    https://www.callgirlinbangalore.com/escorts-in-hsr-layout.php
    https://www.callgirlinbangalore.com/escorts-in-mg-road.php
    https://www.callgirlinbangalore.com/escorts-in-white-field.php
    https://www.callgirlinbangalore.com/escorts-in-rajaji-nagar.php
    https://www.callgirlinbangalore.com/escorts-in-ub-city.php
    https://www.callgirlinbangalore.com/escorts-in-btm-layout.php
    https://www.callgirlinbangalore.com/escorts-in-malleshwaram.php
    https://www.callgirlinbangalore.com/escorts-in-jp-nagar.php
    https://www.callgirlinbangalore.com/escorts-in-majestic.php
    https://www.callgirlinbangalore.com/escorts-in-yeswanthpur.php
    https://www.callgirlinbangalore.com/escorts-in-marathahalli.php
    https://www.callgirlinbangalore.com/escorts-in-silk-board.php

    Cateogry-
    https://www.callgirlinbangalore.com/women-seeking-men-escorts.php
    https://www.callgirlinbangalore.com/housewife-escorts.php
    https://www.callgirlinbangalore.com/airhostess-escorts.php
    https://www.callgirlinbangalore.com/high-profile-escorts.php
    https://www.callgirlinbangalore.com/college-escorts.php
    https://www.callgirlinbangalore.com/russian-escorts.php

    ReplyDelete
  66. Amazing write-up. It's interesting to read your article. I could understand the guidelines
    to choose go.roku.com/selectinput. You have explained the process clearly. Keep up the hard work. Let me share the article with users who do not
    how to select the required input on Roku.

    ReplyDelete

  67. Hire Independent Celibrity Call Girls and Escorts Service in Mumbai for Unlimited Sexual Desire and Physcial Touch.

    Website:- https://www.angelofmumbai.com/
    https://www.angelofmumbai.com/gallery.php
    https://www.angelofmumbai.com/rate.php
    https://www.angelofmumbai.com/about-us.php
    https://www.angelofmumbai.com/contact-us.php

    Local Places:-

    https://www.angelofmumbai.com/call-girl-in-kalyan.php
    https://www.angelofmumbai.com/call-girl-in-andheri.php
    https://www.angelofmumbai.com/call-girl-in-mira-road.php
    https://www.angelofmumbai.com/call-girl-in-thane.php
    https://www.angelofmumbai.com/call-girl-in-navi-mumbai.php
    https://www.angelofmumbai.com/call-girl-in-airoli.php
    https://www.angelofmumbai.com/call-girl-in-panvel.php
    https://www.angelofmumbai.com/call-girl-in-grant-road.php
    https://www.angelofmumbai.com/call-girl-in-bandra.php
    https://www.angelofmumbai.com/call-girl-in-north-mumbai.php
    https://www.angelofmumbai.com/call-girl-in-worli.php
    https://www.angelofmumbai.com/call-girl-in-kurla.php
    https://www.angelofmumbai.com/call-girl-in-powai.php
    https://www.angelofmumbai.com/call-girl-in-dombivli.php
    https://www.angelofmumbai.com/call-girl-in-dadar.php

    Outer Places-

    https://www.angelofmumbai.com/call-girl-in-bangalore.php
    https://www.angelofmumbai.com/call-girl-in-mysore.php
    https://www.angelofmumbai.com/call-girl-in-chennai.php
    https://www.angelofmumbai.com/call-girl-in-lucknow.php
    https://www.angelofmumbai.com/call-girl-in-kolkata.php
    https://www.angelofmumbai.com/call-girl-in-agra.php
    https://www.angelofmumbai.com/call-girl-in-jaipur.php
    https://www.angelofmumbai.com/call-girl-in-nainital.php
    https://www.angelofmumbai.com/call-girl-in-noida.php
    https://www.angelofmumbai.com/call-girl-in-gurgaon.php
    https://www.angelofmumbai.com/call-girl-in-chandigarh.php
    https://www.angelofmumbai.com/call-girl-in-delhi.php
    https://www.angelofmumbai.com/call-girl-in-pune.php
    https://www.angelofmumbai.com/call-girl-in-bhopal.php
    https://www.angelofmumbai.com/call-girl-in-kochi.php
    https://www.angelofmumbai.com/call-girl-in-ahmedabad.php
    https://www.angelofmumbai.com/call-girl-in-dehradun.php
    https://www.angelofmumbai.com/call-girl-in-manali.php
    https://www.angelofmumbai.com/call-girl-in-guwahati.php
    https://www.angelofmumbai.com/call-girl-in-udaipur.php
    https://www.angelofmumbai.com/call-girl-in-ajmer.php
    https://www.angelofmumbai.com/call-girl-in-hyderabad.php
    https://www.angelofmumbai.com/call-girl-in-varanasi.php
    https://www.angelofmumbai.com/call-girl-in-bhubaneswar.php
    https://www.angelofmumbai.com/call-girl-in-mussoorie.php
    https://www.angelofmumbai.com/call-girl-in-goa.php
    https://www.angelofmumbai.com/call-girl-in-vijayawada.php
    https://www.angelofmumbai.com/call-girl-in-faridabad.php
    https://www.angelofmumbai.com/call-girl-in-nagpur.php

    ReplyDelete
  68. Follow the steps given to install the HP driver in windows: Visit the web portal 123.hp.com/setup. Go to the download tab and then provide the Printer model and the version. Download the compatible Printer driver to use with your Windows. Extract the setup file to the specified folder. Click on the setup file. Then proceed with onscreen instructions to complete the driver installation. If you need any assistance with 123.hp.com/setup, reach out to our customer support team. You can also contact us for 123.hp.com/setup 4650.

    ReplyDelete
  69. The dialect used by the expert writers for drafting an assignment is very basic and straightforward, unfamiliar students through their assignments done by master writers get a chance to figure out how to frame sentences, use of various words, spellings and punctuation rules. Henceforth, an assignment that is cultivated by an expert assignment writer can likewise help unfamiliar students in updating their language abilities. assignment help australia
    assignment help uk

    ReplyDelete
  70. “Your post is very easy to read…. I was really impressed with it” being a famous and best Chandigarh Escorts Service this has really helped to enhance my sexual skills. I am Kiran, a young call girl in Chandigarh escort service, if you want to explore my private pictures and my full portrayal then go through http://www.anmeetkaur.com/.
    Chandigarh Escorts
    Chandigarh Call Girls
    Lucknow Escorts
    Panchkula Escorts
    Kalka Escorts
    Dharamsala Escorts

    ReplyDelete

  71. Hi, I'm Priya. I am 21 years old college going girl and working with the renowned call girls agency of Delhi Call Girls. I am popular for my amazing looks, sexy physique with a perfect figure.

    Website:-
    https://www.callgirlsinsaket.com/
    https://www.callgirlsinsaket.com/escorts-gallery.php
    https://www.callgirlsinsaket.com/about-us.php
    https://www.callgirlsinsaket.com/call-girls-rate.php
    https://www.callgirlsinsaket.com/contact.php

    Local Places:-
    https://www.callgirlsinsaket.com/dwarka-escorts.php
    https://www.callgirlsinsaket.com/mahipalpur-escorts.php
    https://www.callgirlsinsaket.com/Janakpuri-escorts.php
    https://www.callgirlsinsaket.com/saket-escorts.php
    https://www.callgirlsinsaket.com/aerocity-escorts.php
    https://www.callgirlsinsaket.com/pitampura-escorts.php
    https://www.callgirlsinsaket.com/karol-bagh-escorts.php
    https://www.callgirlsinsaket.com/vasant-vihar-escorts.php
    https://www.callgirlsinsaket.com/vasant-kunj-escorts.php
    https://www.callgirlsinsaket.com/rohini-escorts.php
    https://www.callgirlsinsaket.com/nehru-place-escorts.php
    https://www.callgirlsinsaket.com/sabdarjang-enclave-escorts.php
    https://www.callgirlsinsaket.com/hauz-khas-escorts.php
    https://www.callgirlsinsaket.com/munirka-escorts.php
    https://www.callgirlsinsaket.com/rk-puram-escorts.php
    https://www.callgirlsinsaket.com/ashram-escorts.php

    Our Cateogry:-
    https://www.callgirlsinsaket.com/high-profile-escorts.php
    https://www.callgirlsinsaket.com/college-escorts.php
    https://www.callgirlsinsaket.com/women-seeking-men-escorts.php
    https://www.callgirlsinsaket.com/housewife-escorts.php
    https://www.callgirlsinsaket.com/russian-escorts.php
    https://www.callgirlsinsaket.com/airhostess-escorts.php

    other Places:-
    https://www.callgirlsinsaket.com/noida-escorts.php
    https://www.callgirlsinsaket.com/gurgaon-escorts.php
    https://www.callgirlsinsaket.com/faridabad-escorts.php
    https://www.callgirlsinsaket.com/ghaziabad-escorts.php

    ReplyDelete
  72. “The Mumbai Escorts Service Is the Top and Leading Escorts Service in Mumbai for Young Boys and Women. We Offer You All Type Of Sex Service By Our Beautiful Indian And International Girls. Contact Us To Hire Our Hot Night Queen In Mumbai.

    Visit My Website: Female Mumbai Escorts
    Mumbai Escort Service
    Mumbai Escort
    Independent Mumbai Escorts
    Mumbai Call Girls

    ReplyDelete
  73. Alt text writing solution has never been easy! To describe an image in a maximum of 125 characters is challenging. But for the alt-text writers at Acadecraft, it is a piece of cake.
    The company delivers some of the best alt text services. The alt-text written by them is engaging, fun and error-free. They have the most innovative ideas! Hurry and contact them!

    ReplyDelete
  74. Read the fantastic blog with the title tag on activating FX Network on Roku by visiting fxnetworks activate Roku. The activation instructions were simple to comprehend. For more information on the FX Network channel, I recommend reading the blog, including features, top shows, and troubleshooting methods if FX Network on Roku isn't working.

    ReplyDelete
  75. Companies with massive amounts of data are always looking for new and innovative ways to leverage their data for insights and analysis. Too often, however, they’re held back by outdated IT infrastructures and the challenges of securing, collating, and analyzing all of their data in one place.Data Lakesare a great way to address these challenges.

    ReplyDelete
  76. If you do not know how to choose the required input on Roku, let me suggest an article titled, How to select go.roku.com/rss port? Read the post a few days back. The instructions are clear and I could complete the device setup easily. If you are new to the Roku platform, spend your free time reading the article.

    ReplyDelete
  77. Your blog was quite informative to read,

    https://t.me/monetasglobal

    ReplyDelete
  78. I read this blog,Thanks for sharing this informative post.

    Machine learning classes in Pune

    ReplyDelete
  79. I became a big admirer after reading your blog post titled,how to execute HP ePrint Setup You have explained HP ePrint Setup clearly.Let me 
    share the post with HP printer users who do not know how to execute the Printer setup

    ReplyDelete
  80. I’m impressed after reading your article titled, How to activate Roku using Roku Error Code 014.12.You have explained Roku.com/link activation steps clearly. My review rating for the blog post would be 100 Starz. Keep posting more interesting blogs. Let me share the post with new users who do not know how to activate Roku

    ReplyDelete
  81. I bought a Roku streaming device recently. As I do not know how to activate the device, read your blog post with the title, How to activate Roku usingroku-lowpower-issue. I like the creative style of writing. It will be useful if you can include the troubleshooting tips to get rid of Roku.com/link activation errors
    Keep up the good work

    ReplyDelete
  82. Let us help you activate ABC channel using the portal, abc.com/activate. If you are ready to start the channel activation turn on your device and go to the 
    channel store. Add ABC channel. Launch the channel app and sign in using the credentials. Collect the channel activation code. The process of channel activation will complete if you provide the code by 
    visiting the page ABC com/activate

    ReplyDelete
  83. If you are ready to fix Roku login error, here we suggest the common troubleshooting tips. You can verify the Roku Account Login credentials used. Meanwhile, check if the network connection is active. If not, disconnect your device from the network and connect back again. Create new login credentials if possible. For assistance, please contact our Roku support team right away

    ReplyDelete
  84. Here we suggest the troubleshooting tips to get rid of go.roku.com/lowpower
    ∙At first, understand what causes the error  
    ∙Check the power cables connected to the device  
    ∙If the Power cable used is faulty, replace it with a new one  
    ∙Restart your device and check if go roku com/low power issues resolve 
    ∙Do not place any electrical interference between your Roku device, TV, and Router  
    ∙Never allow your device to heat up. Turn off your device and ON it after a while

    ReplyDelete
  85. Get Roku Customer Support to activate Roku If your Roku device is brand new, get Roku Customer Support to activate Roku The services offered includes Roku TV setup Troubleshooting to fix Roku setup issues Roku.com/link activation assistance Guidance to create Roku account, add and activate Roku channels

    ReplyDelete
  86. To learn how to download HP printer driver from 123.hp.com, here we explain the guidelines 
    in detail.You can choose a compatible device and connect 
    your device to the network. Once if the network is active, go to the software download page. Enter the Printer name and version. Choose the software and click on the option, Download. After extracting the software setup file to the required folder, tap on the setup file and follow the on-screen guide. For assistance, please contact our HP printer support.

    ReplyDelete
  87. Read your blog post titled, How to activate Roku using Roku.com/link. I could find the steps to activate Roku, create a Roku account, collect the Roku activation code and update Roku device software. Also, I felt easy to complete Roku.com/link activation. Let me mark the best review rating for your blog post
    It will be useful if you can post Roku channel activation blogs

    ReplyDelete
  88. I have no other words to comment on your post. I’m impressed after reading the article titled, how to watch hbo max on roku
    . It will be useful if you could list out the popular shows telecasted on the channel.

    ReplyDelete
  89. Get the most amazing tutoring service from the best online tutoring services, Acadecraft. Our online tutoring service is one of the most recommended service, with the help of our highly skilled tutors and get quality experience.
    need online tutoring services

    ReplyDelete
  90. I'm glad to recommend the best blog regarding Weather Group activation on Roku via weathergroup.com/activate, Weather Group features, and popular shows. If you're not familiar with Weather Group Channel activation via Weather Group, check out the blog. And the text was clear, and the instructions were simple and easy to follow.

    ReplyDelete
  91. Thank you for sharing the blog post titled, How to activate Roku using the page, Roku.com/link. I like your style of writing. Now I'm interested to explore the field of business blogging. It will be useful if you can provide me some ideas to write creative blogs
    I’m happy to mark the best review rating for your blog post
    Keep posting more interesting blogs and keep up the good work

    ReplyDelete
  92. https://anupriyakoneru.blogspot.com/2018/12/business-intelligence-and-big-data.html?showComment=1630583432745#c140313129238692045

    ReplyDelete
  93. Amazing write-up and great share
    It’s interesting to read your article with the title, How to begin Roku.com/link. I could learn how to execute Roku.com/link steps. Kindly post a similar blog explaining the tips to resolve Roku.com/link errors
    Let me share the article on my social media profile
    Keep up the good work

    ReplyDelete
  94. Read your blog post titled, How to connect hp dj 2300 to the wireless network. Im happy that I could connect my device securely to the network. Kindly post a similar blog explaining how to connect hp dj 2300 printer to the wired network
    Keep up the great work

    ReplyDelete
  95. Excellent post with the title, How to activate Roku using the portal Roku.com/link. I’m Impressed after reading and I have no other words to comment
    I could learn roku com link activation code activation procedure quickly after reading your post. Kindly post similar blogs explaining the guidelines to add and activate the entertaining channels on Roku
    Let me mark the 100-star rating for your blog post
    Keep up the good work
    Awaiting more informative blogs from now on

    ReplyDelete
  96. Thanks for your sharing, it helps me a lot and I think I'll watch your post more.

    ភ្នាល់បាល់អន់ឡាញ

    ReplyDelete
  97. QuickBooks is a program designed to help businesses manage their finances and payments. If you need help, the QuickBooks Customer Service team of experts is here for you. If you have a question that doesn't seem to be answered by the QuickBooks online help or in-person service, call the +18882724881 customer service team of experts.

    ReplyDelete
  98. It makes users feel free and is the best way to get the pinout of any file easily. In the initial stage, I have opened 123. hp/setup in my special chrome browser and have typed the model number of my wireless printer in the shown box of 123.hp.com/setup.

    ReplyDelete
  99. Thank you for sharing the post titled how to execute 123.hp.com/setup. I could find the guidelines to set up HP printer and fix 123.hpcom/setup errors. The blog post can help new Printer users. I’m impressed after reading and happy to mark the best review score
    Keep up the good work
    Keep posting more interesting blogs

    ReplyDelete
  100. Data visualizations help you tell a story by curating data in an easy-to-understand way and highlighting trends and outliers by using tools like Sankey Chart Maker, thereby unlocking the hidden insights in the available data. The visual reports generated by data visualization tools can be extremely interactive and allow for easy investigation of stop-gaps and concerns of the business.
    While data visualization tools are great for creating charts and graphs that tell the story of your business, collecting data from different sources can be a tedious challenge. Different Integrations help in making the experience of using the data visualization software better and convenient.

    ReplyDelete
  101. ausu post utme past questions pdfIt’s truly a nice and useful piece of information shared, I am satisfied that you shared this helpful information with us and i look forward to more of your useful post.

    ReplyDelete
  102. Whenever you wish to print a document, you will tap on “Print” and your preferred printer, but nothing occurs. To return your printer status from offline to online, you need to follow this simple guide and you can see this printer offline

    ReplyDelete
  103. why is my printer offline, even with the present progressed printers having all cutting edge innovations, there isn't anything more dangerous than a printer going disconnected from time to time. In the present post we will clarify why your printer is disconnected and how to fix this.

    ReplyDelete
  104. Thank you for sharing your blog post titled how to executehttp://www.b123-hp.com/123-hp-com-setup-9015/. The blog format and structure look good. It’s interesting to read your post. The post is informative and can help Printer users who do not know how to execute the setup. I like the creative style of writing as well.
    It will be useful if you post another blog explaining the troubleshooting guide to fix http://www.b123-hp.com/ issues or error codes that popup
    Keep up the outstanding work and keep posting more interesting blogs from now on.
    Dial the Toll free number @ +1-888-214-1820.

    ReplyDelete
  105. The U.S. and China trade war has led various U.S.-based manufacturers to close their production units in China and establish them in Latin America, which is expected to create lucrative opportunities for industrial air purifier market growth in LAMEA during the forecast period.

    Also Read: Needle Coke Market | Aerospace Fasteners Market | Haemophilia Treatment Market

    ReplyDelete



  106. very nice blogs!!! i have to learning for lot of information for this sites.
    Content marketing Services Discount deals

    ReplyDelete
  107. LoadRunner is a testing tool used for the performance of any applications or software from Hewlett Packard Enterprise so-termed as HPE LoadRunner.This tool is used for Testing applications, measuring the behaviour of the system and analyzing performance under user load. Course Name itself Load that defines applying load on the application and with thousands of users at a time. This has the highest market share that makes it become the pioneer in performance testing.

    ReplyDelete
  108. Thank you for sharing such an informative post. Visit us to promote your business: First DigiAdd

    ReplyDelete
  109. VERY INFORMATIVE AND KNOWLEDGEABLE ARTICLE….
    THANKS FOR SHARING……
    DEFI SMART CONTRACT

    ReplyDelete
  110. The blog is very interesting. This is one of the best blogs on commenting. Carry on writing such useful stuff. Keep it up!! Thanks for sharing…
    DEFI SMART CONTRACT

    ReplyDelete
  111. The growth of this market is attributed to the growing automotive, metal fabrication, machinery, electronics, electrical, medical, and construction industries have contributed significantly towards the growth of the abrasives market globally.

    Also Read: Needle Coke Market | Aerospace Fasteners Market | Haemophilia Treatment Market

    ReplyDelete
  112. Nice Post! Thank you. I would love to see your next update.
    Natural Henna Powder

    ReplyDelete
  113. Thank you for providing the topic on machine learning examples in R programming, really appreciate the efforts you have taken into writing this blog, you must check out data science course in bangalore they have a lot to offer with regards to data science in terms of training and live projects.

    ReplyDelete
  114. Very Well Information/Ideas.thank you.
    Are you preparing for your examination of RBI SO Recruitment 2022? Do you want any sort of assistance in your preparation? Well, you’ve come to the right place so freely visit our website and get all the details. We have all the details that will assist you in preparing for your entrance exam well.

    ReplyDelete
  115. This is the great post. Really thanks for sharing this excellent information with us. In accordance with Belavia cancellation policy, customers can cancel flights booked with Belavia Belarusian Airlines within 24 hours after the purchase. Belavia Belarusian Airlines will provide full refund of your ticket's cost if you booked a longer than a week before the date you are scheduled to depart on your Belavia Belarusian Airlines flight. It is the Belavia Belarusian Airlines rights to modify cancellation within 24 hours at any time.

    ReplyDelete
  116. The global silicon carbide market size is projected to touch USD 7.18 billion by 2027, exhibiting a revenue-based CAGR of 16.1%.The aforementioned properties of Silicon carbide (SiC) semiconductors along with their advantages over silicon make them suitable in applications such as automotive and aerospace and defense industries. High-temperature resistant materials are widely used in these industries, thus, there is increasing adoption of SiC semiconductors in power electronics, which in turn is likely to drive the SiC market growth over the forecast period.

    ReplyDelete
  117. The global digital transformation market size was valued at $52.44 billion in 2019 and is projected to reach $164.08 billion by 2027, growing at a CAGR of 15.4% from 2020 to 2027. Digital transformation in BFSI is a set of methodologies, tools, and processes that is used by modern companies to improve their operational activities and to enhance their sales. The key objective of digital transformation in BFSI is to automate, and digitize processes in the banking & fintech organizations and to streamline the critical processes of the organization. Numerous benefits are associated with digital transformation in BFSI which include enhanced security features, better risk management process, automation of repetitive tasks, and others.

    ReplyDelete
  118. pg slot โบนัส เว็บสล็อตออนไลน์ pg slotแตกง่ายได้เงินจริง ที่มาแรงที่สุด โบนัสแตกง่าย เครดิตฟรีเยอะ โปรโมชั่นน่าสนใจมากมาย ต้องที่นี่เท่านั้น ความปลอดภัย 100 % สมัครสมาชิกได้แล้ววันนี้

    ReplyDelete
  119. Thank you for your post, I look for such an useful and beautiful article for a long time, today I found it finally. this post gives me lots of advice it is very useful for me.
    Serumswap Clone Development

    ReplyDelete
  120. Machine leaning has been increasing use by most of the companies now-a-days. This example is helpful for beginners. Go for the best Machine learning institute in Delhi to learn by live projects.

    ReplyDelete
  121. Hy Clat aspirants, get all details of at single place. Here you can CLAT coaching Centers In Delhi choose clat coaching institutes according to you prepfrance.we have also shared about reviews,fees,faculty, of the institutes so that you can easily compared which one is better for the coaching.

    ReplyDelete
  122. What is QuickBooks Error ps077 while updating payroll in QuickBooks Desktop? QuickBooks Error PS077 is an error which pops up when you try to download updates for QuickBooks payroll. If you are facing this and want to know about Error PS077 don’t worry, here you get all information about QuickBooks Error ps077

    ReplyDelete
  123.  Are you tired of getting bad grades on your assignments? Pay someone to do my assignment is the solution. Here you get all the help you need. College students, Ph.D and MBA degree holders working in various companies can handle your work effectively. All our experts are specially trained for writing payment assignment help, and all of them have enough experience in their fields of study, so that they can fulfill your requirements easily and quickly

    ReplyDelete

  124. Sometimes you need to cancel your flight due to any circumstance in that condition. The first thing that comes to your mind is a flight cancellation or refund issue. But with the sun country cancellation policy it's not an issue anymore because of its affordable terms and conditions.
    sun country cancellation policy

    ReplyDelete
  125. We provide accounting assignment help to students of all levels. We give more importance to the concept of learning and understand the basic concepts so that the students can grasp it easily. Our team of professional writers offers quality accounting assignment help at affordable prices with complete confidentiality & data security

    ReplyDelete

  126. Hello, I am John Smith. I am a customer service based content writer. I write specifically about the Yahoo mail problems. If you are facing any problems with Yahoo Mail, read my blogs to help you understand and solve the issues.

    Yahoo IMAP Server Setting

    ReplyDelete

  127. Sun Country serves over 30 aircraft as an ultra low-cost airline. With over 50 destinations, it provides quality service to its passengers as well as customer support at every stage of the journey. The airline offers travelers convenient options like making a reservation or canceling a flight online, all with simple terms and conditions on the sun country cancellation policy.
    sun country cancellation policy

    ReplyDelete
  128. The team at 36RPM have combined experience of 12 years in developing marketing strategies and developing E-commerce websites & plans.
    Seo company in Gurgon

    ReplyDelete
  129. Thanks for sharing, this is a fantastic blog article.

    ReplyDelete
  130. Thanks for Sharing This Article. It is very so much valuable content. CyberArk Training in Hyderabad CyberArk Training in Hyderabad

    ReplyDelete
  131. Thank you for the information
    I concur that this is the most thorough description of the subject. I'm so glad I found your blog and am looking forward to reading your future posts. And I have referred to related content in the link below.

    At Login360, you may get the best training in android Training in Chennai
    . We provide a variety of software-related courses along with complete placement assistance.

    Excellent IT instruction has been given to our pupils in a number of methods by our teachers and subject-matter specialists.

    We offer top-notch instruction in Android technologies, and we frequently update our curricula to include the most recent IT trends.

    We provide placement help for recent grads (recent graduates). We will offer support to all eligible applicants.

    Contact Details:
    Name: Login360 Software Training Institute
    Address: No-06, Ground Floor, 5th Main Road, Vijaya Nagar Velachery, Chennai – 600042.
    Phone: 6385872810

    ReplyDelete

  132. Delete Cash App account ??

    If you have any problems related to the Cash app account then feel free to contact the Cash App customer service. read my blog : - How to delete Cash App account

    ReplyDelete
  133. pg slot99 เกมสล็อต ค่าย พีจี ถือเป็นค่าย เกมสล็อตออนไลน์ มาแรงตลอดหลายปี ที่ผ่านมา เปิดตัวใหม่ มาใน รูปแบบเกมสล็อต 3D มีเกมสล็อต น่าสนุกตื่นเต้น ที่นักเดิมพัน ในการเข้าเล่น

    ReplyDelete
  134. Your blog has so much depth and understanding. It’s really well thought and written. I would like to share this platform and give a shout out to the online tutoring solutions. During pandemic and even after it, these websites have without fail delivered the personalized needs to children. From making learning fun and informative to improving their skill set, the tutoring websites have indeed done a commendable job.

    ReplyDelete

  135. very informative and impressive article. Thanks for sharing with us
    cyfuture cloud

    ReplyDelete
  136. You have a great content, Thank you so much. Keep going! Digital Marketing Institute in Ujjain offer the best digital marketing course and training.

    ReplyDelete
  137. Hi.

    Thank You for sharing this information, this blog was Great! about machine learning algorithm for continuous outcomes and Cubist is a rule-based decision tree that automatically deals with missing values. It gives good information to us thank for sharing this information with us.

    I have seen same kind of information and it will help to you.

    Salesforce Service Cloud Training

    ReplyDelete
  138. Babajii Satta King is a website for posting data where we publish the outcomes of many competitions.

    ReplyDelete
  139. Our affordable pricing makes professional toilet cleaning accessible to everyone in our service areas for more details visit - toilet cleaning services near me

    ReplyDelete