Model Validation Testing Tools, Advantages, Working - XenonStack

What is Model Validation Testing?

Model Validation Testing is the procedure of evaluating the wellness of models performance against the real data. It is essential that the model validated by considering the aspects and the components before introducing them into the production ecosystem.

  • Validation – The process of developing an appropriate model.
  • Verification – The process of developing the model appropriately.
  • Calibration – The loop process of comparing the model to the real system and doing the changes accordingly.

How does Model Validation Testing work?

There are large numbers of ways estimating the quality of the aspects and the components of a model –

Divide the available dataset into two subsets; these subsets train dataset and test dataset so that the accuracy calculated on the predictions obtained by the model.

The different ways used to provide validity using statistical measures to detect the complications in the respective model or the data.

Business Intelligence ways included in the examination of the output of the model to determine if the exported results have an understanding in the actual business environment.

You would also love to explore our blog based on how Automated Testing on DevOps work.


Benefits of Model Validation Testing

Initial Detection of Deficiencies and Errors- With the testing powered by Model Validation testing, it is easy to detect the deficiencies and errors before Model verification.

Reducing the Costs – It is easy to cut different types of costs as Model Validation testing analyzes the defects so that it can be neglected.

Discovering more Deficiencies and Errors – If defects neglected, it’s recognized as soon as possible.

Enhancing the Quality of the Model – Enhancing is post process of discovering more deficiencies and errors.

Provides scalability and Flexibility in the process of software development – With proper implementation of Model Validation Testing, the edge of scalability and flexibility submitted to the process.

Analysis of the Data and Information related to the Model – The data is the backbone of the model and with the help of validating model testing the proper interpretation of the data and information can be done.


Why Model Validation Testing Matters?

Machine Learning models, Deep Learning models, and other Data Science models are like wizards to generate the correct output if the exact question asked to these wizards. But how the trustworthiness provided to these models. That is where Model validation testing comes into play.

It provides trusted results generated by these models by a mathematical and logical comparison with the actual output.

Model Validation testing performs at the edge of tweaking the model to try different test and training data and checks the validity of the model in a looping manner.

The process of validity automated, it’s a big advantage to check the trustworthiness of Artificial Intelligence model.


How to Adopt Model Validation Testing?

The techniques to perform Model Validation testing are –

Resubstitution – Using all the data for training the model, the validity of the model evaluated by comparing the output value with an actual value which belongs to the same training dataset. The error, in this case, is known as the Resubstitution error and the technique is known as Resubstitution Validation technique.

Hold-out – For avoiding the above-stated resubstitution error. The best way is to divide the dataset into training and test dataset. The ratio can be 80/20, 70/30 or 60/40. This method creates an edge off to the likelihood in the contrast of the uneven distribution of different classes. To cope up this situation, the dataset divided into equal instances of classes in both the datasets.

K-Fold cross-validation – Dataset is divided into K number of subsets where K-1 subsets for training and the rest one subset for testing the model. This method provides an advantage that the model checker for the validation K times.

Bootstrapping – This is the continuous replacement technique in which the dataset for training selected randomly and the instances of the dataset which are not selected are used as a testing dataset. The main difference between this technique and K-fold cross-validation is the value of fold which is likely to change every time.

LOOCV – In this method, only one record used for testing and the rest of other records are used training. The entire data used for training and testing.

Random subsampling – The number of subsets selected and then combined to form a super subset used for testing and the rest of the data used for training.

Classification Matrix – This matrix consists of main numbers in respect for elements which are truly positive, true negative, false positive and false negative with the help the values which calculate – Accuracy, Precision, Recall, and F1-score.

Scatter Plot – This is a graphical representation of the value predicted concerning the actual values. It calculates the accuracy of the model.


Best Practices of Model Validation Testing

Model Validation Testing is a different kind of testing. Conventional testing and Model validation testing are different. Best Practises of Model Validation Testing are –

  • Dividing the data into testing and training sets.
  • Dribbling the models by checking the validity for the different combinations of the training and test sets with the same source of data.
  • Performing various cross-validation methods on the different sets of data sets.
  • Developing the Classification Matrices to make an inside view on the validity of the model in mathematical view.
  • Drawing a scatter plot is a good option to check the validity of the model fitted on the regression formula.
  • Drawing the profit charts with financial costs associated with the model analyzed.

Model Validation Testing Top Tools


Leave a Comment

Name required.
Enter a Valid Email Address.
Comment required.(Min 30 Char)

[wpforms id="8169"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8169"><form id="wpforms-form-8169" class="wpforms-validate wpforms-form" data-formid="8169" method="post" enctype="multipart/form-data" action="/insights/what-is-model-validation-testing/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8169-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8169-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8169-field_24"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/managed-services-te-text.png" /> <h2>Next Generation <br>Cloud Managed Services<span>for <strong>24*7</strong> Operations</span></h2> </div></div></div><div id="wpforms-8169-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8169-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8169-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8169-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/kubernates-managed-services.png" alt="Kubernetes Managed Services" title="Kubernetes Managed Services"></span><input type="radio" id="wpforms-8169-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Kubernetes Managed Services" tabindex="-1" required ><span class="wpforms-image-choices-label">Kubernetes Managed Services</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8169-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-managed-services.png" alt="Cloud Managed Services" title="Cloud Managed Services"></span><input type="radio" id="wpforms-8169-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Managed Services" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Managed Services</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8169-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/big-data-managed-services.png" alt="Big Data Managed Services" title="Big Data Managed Services"></span><input type="radio" id="wpforms-8169-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Big Data Managed Services" tabindex="-1" required ><span class="wpforms-image-choices-label">Big Data Managed Services</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8169-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/managed-soc.png" alt="Managed SoC" title="Managed SoC"></span><input type="radio" id="wpforms-8169-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Managed SoC" tabindex="-1" required ><span class="wpforms-image-choices-label">Managed SoC</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8169-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/nosql-database.png" alt="NoSQL Databases Managed Services" title="NoSQL Databases Managed Services"></span><input type="radio" id="wpforms-8169-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="NoSQL Databases Managed Services" tabindex="-1" required ><span class="wpforms-image-choices-label">NoSQL Databases Managed Services</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8169-field_21_6" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/graph-database-managed-services.png" alt="Graph Database Managed Services" title="Graph Database Managed Services"></span><input type="radio" id="wpforms-8169-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Graph Database Managed Services" tabindex="-1" required ><span class="wpforms-image-choices-label">Graph Database Managed Services</span></label></li></ul></div><div id="wpforms-8169-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8169">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8169-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8169-field_25"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/managed-services-te-text.png" /> <div> <h2>Lets Discuss and Understand the Requirements</h2></div> </div></div></div><div id="wpforms-8169-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8169-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8169-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8169-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8169-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8169-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8169-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8169-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8169-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8169-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8169-field-hp" class="wpforms-field-label">Email</label><input type="text" name="wpforms[hp]" id="wpforms-8169-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8169"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="240"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8169" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8134"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8134"><form id="wpforms-form-8134" class="wpforms-validate wpforms-form" data-formid="8134" method="post" enctype="multipart/form-data" action="/insights/what-is-model-validation-testing/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8134-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8134-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8134-field_24"><div class="form-popup-header"> <h2>Implementing DevSecOps</h2> <p>and Compliance for Enterprises</p> </div></div></div><div id="wpforms-8134-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8134-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8134-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8134-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/infrastructure-automation.png" alt="Infrastructure Automation" title="Infrastructure Automation"></span><input type="radio" id="wpforms-8134-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Infrastructure Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Infrastructure Automation</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8134-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/continous-security.png" alt="Continuous Security" title="Continuous Security"></span><input type="radio" id="wpforms-8134-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Continuous Security" tabindex="-1" required ><span class="wpforms-image-choices-label">Continuous Security</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8134-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/complience-code.png" alt="Compliance as Code" title="Compliance as Code"></span><input type="radio" id="wpforms-8134-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Compliance as Code" tabindex="-1" required ><span class="wpforms-image-choices-label">Compliance as Code</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8134-field_21_6" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/devops-assembly-lines.png" alt="DevOps Assembly Lines" title="DevOps Assembly Lines"></span><input type="radio" id="wpforms-8134-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="DevOps Assembly Lines" tabindex="-1" required ><span class="wpforms-image-choices-label">DevOps Assembly Lines</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8134-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-native-devops.png" alt="Cloud Native DevOps" title="Cloud Native DevOps"></span><input type="radio" id="wpforms-8134-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Native DevOps" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Native DevOps</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8134-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/kubernates.png" alt="Kubernetes" title="Kubernetes"></span><input type="radio" id="wpforms-8134-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Kubernetes" tabindex="-1" required ><span class="wpforms-image-choices-label">Kubernetes</span></label></li></ul></div><div id="wpforms-8134-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8134">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8134-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8134-field_25"><div class="form-popup-header"> <h2>Lets Discuss and Understand the Requirements</h2> </div></div></div><div id="wpforms-8134-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8134-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8134-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8134-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8134-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8134-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8134-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8134-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8134-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8134-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8134-field-hp" class="wpforms-field-label">Name</label><input type="text" name="wpforms[hp]" id="wpforms-8134-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8134"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="240"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8134" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8104"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8104"><form id="wpforms-form-8104" class="wpforms-validate wpforms-form" data-formid="8104" method="post" enctype="multipart/form-data" action="/insights/what-is-model-validation-testing/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8104-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8104-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8104-field_24"><div class="form-popup-header"> <h2>Modernise Data Operations with DataOps</h2> </div></div></div><div id="wpforms-8104-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-2-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8104-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8104-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/data-catalog-delivery-platform.png" alt="Data Catalog and Discovery Platform" title="Data Catalog and Discovery Platform"></span><input type="radio" id="wpforms-8104-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Data Catalog and Discovery Platform" tabindex="-1" required ><span class="wpforms-image-choices-label">Data Catalog and Discovery Platform</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/real-time-analytics-platform.png" alt="Real Time Analytics Platform" title="Real Time Analytics Platform"></span><input type="radio" id="wpforms-8104-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Real Time Analytics Platform" tabindex="-1" required ><span class="wpforms-image-choices-label">Real Time Analytics Platform</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/migration-delta-lake.png" alt="Migration to Delta Lake" title="Migration to Delta Lake"></span><input type="radio" id="wpforms-8104-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Migration to Delta Lake" tabindex="-1" required ><span class="wpforms-image-choices-label">Migration to Delta Lake</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-data-warehouse.png" alt="Cloud Data warehouse" title="Cloud Data warehouse"></span><input type="radio" id="wpforms-8104-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Data warehouse" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Data warehouse</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8104-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/enterprise-data-strategy.png" alt="Enterprise Data Strategy" title="Enterprise Data Strategy"></span><input type="radio" id="wpforms-8104-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Enterprise Data Strategy" tabindex="-1" required ><span class="wpforms-image-choices-label">Enterprise Data Strategy</span></label></li></ul></div><div id="wpforms-8104-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8104">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8104-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8104-field_25"><div class="form-popup-header"> <h2>Lets Discuss and Understand the Requirements</h2> </div></div></div><div id="wpforms-8104-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8104-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8104-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8104-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8104-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8104-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8104-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8104-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8104-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8104-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8104-field-hp" class="wpforms-field-label">Phone</label><input type="text" name="wpforms[hp]" id="wpforms-8104-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8104"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="240"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8104" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8095"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8095"><form id="wpforms-form-8095" class="wpforms-validate wpforms-form" data-formid="8095" method="post" enctype="multipart/form-data" action="/insights/what-is-model-validation-testing/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8095-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8095-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8095-field_24"><div class="form-popup-header"> <h2>RPA and Cognitive Automation</h2> <p>Making business processes smarter and more efficient</p> </div></div></div><div id="wpforms-8095-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8095-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8095-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/automation-anywhere.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 1" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/uipath.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 2" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/blueprism.png" alt=""></span><input type="radio" id="wpforms-8095-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Choice 3" tabindex="-1" required ><span class="wpforms-image-choices-label"></span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_4" tabindex="0"><input type="radio" id="wpforms-8095-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Intelligent Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Intelligent Automation</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_5" tabindex="0"><input type="radio" id="wpforms-8095-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="RPA with AI" tabindex="-1" required ><span class="wpforms-image-choices-label">RPA with AI</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8095-field_21_6" tabindex="0"><input type="radio" id="wpforms-8095-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Open Source RPA Implementation" tabindex="-1" required ><span class="wpforms-image-choices-label">Open Source RPA Implementation</span></label></li></ul></div><div id="wpforms-8095-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8095">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8095-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8095-field_25"><div class="form-popup-header"> <h2>Let Us Discuss and Understand the Requirement</h2> </div></div></div><div id="wpforms-8095-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8095-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8095-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8095-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8095-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8095-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8095-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8095-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8095-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8095-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8095-field-hp" class="wpforms-field-label">Message</label><input type="text" name="wpforms[hp]" id="wpforms-8095-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8095"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="240"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8095" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8085"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8085"><form id="wpforms-form-8085" class="wpforms-validate wpforms-form" data-formid="8085" method="post" enctype="multipart/form-data" action="/insights/what-is-model-validation-testing/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8085-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8085-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8085-field_24"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/wednesday-digitally-transform-popup-img.png" /> <h2>Digitally Transform <span>your Organization </span></h2> </div></div></div><div id="wpforms-8085-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-2-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8085-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8085-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/continous-delivery-e1594278564177.png" alt="Continous Delivery and DevSecOps" title="Continous Delivery and DevSecOps"></span><input type="radio" id="wpforms-8085-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Continous Delivery and DevSecOps" tabindex="-1" required ><span class="wpforms-image-choices-label">Continous Delivery and DevSecOps</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/robotic-process.png" alt="Robotic Process Automation" title="Robotic Process Automation"></span><input type="radio" id="wpforms-8085-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Robotic Process Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Robotic Process Automation</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/big-data-analytics.png" alt="Big Data Analytics" title="Big Data Analytics"></span><input type="radio" id="wpforms-8085-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Big Data Analytics" tabindex="-1" required ><span class="wpforms-image-choices-label">Big Data Analytics</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-security.png" alt="Cloud Security" title="Cloud Security"></span><input type="radio" id="wpforms-8085-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Security" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Security</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/data-science-ai-e1594278553510.png" alt="Data Science and AI" title="Data Science and AI"></span><input type="radio" id="wpforms-8085-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Data Science and AI" tabindex="-1" required ><span class="wpforms-image-choices-label">Data Science and AI</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8085-field_21_6" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/cloud-migration-e1594278582638.png" alt="Cloud Migration" title="Cloud Migration"></span><input type="radio" id="wpforms-8085-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Cloud Migration" tabindex="-1" required ><span class="wpforms-image-choices-label">Cloud Migration</span></label></li></ul></div><div id="wpforms-8085-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8085">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8085-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8085-field_25"><div class="form-popup-header"> <img src="https://www.xenonstack.com/images/wednesday-digitally-transform-popup-img.png" /> <div> <h2>How can we get in Touch</h2> <p>Fill the form and we will revert back to you soon.<p></div> </div></div></div><div id="wpforms-8085-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8085-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8085-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8085-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8085-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8085-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8085-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8085-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8085-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8085-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8085-field-hp" class="wpforms-field-label">Website</label><input type="text" name="wpforms[hp]" id="wpforms-8085-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8085"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="240"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8085" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="8051"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-8051"><form id="wpforms-form-8051" class="wpforms-validate wpforms-form" data-formid="8051" method="post" enctype="multipart/form-data" action="/insights/what-is-model-validation-testing/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-8051-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-8051-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-8051-field_24"><div class="form-popup-header"> <h2>Build an AI-Driven Enterprise</h2> <p>unlock the potential of AI at scale</p> </div></div></div><div id="wpforms-8051-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-3-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-8051-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-8051-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/privacy-preserving-ai.png" alt="Privacy-Preserving AI" title="Privacy-Preserving AI"></span><input type="radio" id="wpforms-8051-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Privacy-Preserving AI" tabindex="-1" required ><span class="wpforms-image-choices-label">Privacy-Preserving AI</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/conversation-ai-platform.png" alt="Conversation AI Platform" title="Conversation AI Platform"></span><input type="radio" id="wpforms-8051-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Conversation AI Platform" tabindex="-1" required ><span class="wpforms-image-choices-label">Conversation AI Platform</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/enterprise-ai-platform.png" alt="Enterprise AI Platform" title="Enterprise AI Platform"></span><input type="radio" id="wpforms-8051-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Enterprise AI Platform" tabindex="-1" required ><span class="wpforms-image-choices-label">Enterprise AI Platform</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/continuous-delivery-machine-learning.png" alt="Continuous Delivery for Machine learning" title="Continuous Delivery for Machine learning"></span><input type="radio" id="wpforms-8051-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Continuous Delivery for Machine learning" tabindex="-1" required ><span class="wpforms-image-choices-label">Continuous Delivery for Machine learning</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/federated-transfer-learning.png" alt="Federated and Transfer Learning" title="Federated and Transfer Learning"></span><input type="radio" id="wpforms-8051-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Federated and Transfer Learning" tabindex="-1" required ><span class="wpforms-image-choices-label">Federated and Transfer Learning</span></label></li><li class="choice-6 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-8051-field_21_6" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/explainable-artificial-intelligence.png" alt="Explainable Artificial Intelligence (XAI)" title="Explainable Artificial Intelligence (XAI)"></span><input type="radio" id="wpforms-8051-field_21_6" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Explainable Artificial Intelligence (XAI)" tabindex="-1" required ><span class="wpforms-image-choices-label">Explainable Artificial Intelligence (XAI)</span></label></li></ul></div><div id="wpforms-8051-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="8051">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-8051-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-8051-field_25"><div class="form-popup-header"> <h2>How can we get in Touch</h2> <p>Fill the form and we will revert back to you soon.<p> </div></div></div><div id="wpforms-8051-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-8051-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8051-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-8051-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-8051-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-8051-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-8051-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-8051-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-8051-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-8051-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-8051-field-hp" class="wpforms-field-label">Email</label><input type="text" name="wpforms[hp]" id="wpforms-8051-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="8051"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="240"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-8051" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->
[wpforms id="7646"]
<div class="wpforms-container wpforms-container-full optin-monster-forms" id="wpforms-7646"><form id="wpforms-form-7646" class="wpforms-validate wpforms-form" data-formid="7646" method="post" enctype="multipart/form-data" action="/insights/what-is-model-validation-testing/"><noscript class="wpforms-error-noscript">Please enable JavaScript in your browser to complete this form.</noscript><div class="wpforms-page-indicator progress" data-indicator="progress" data-indicator-color="#72b239" data-scroll="1"><span class="wpforms-page-indicator-page-title" ></span><span class="wpforms-page-indicator-page-title-sep" style="display:none;"> - </span><span class="wpforms-page-indicator-steps">Step <span class="wpforms-page-indicator-steps-current">1</span> of 2</span><div class="wpforms-page-indicator-page-progress-wrap"><div class="wpforms-page-indicator-page-progress" style="width:50%;background-color:#72b239;"></div></div></div><div class="wpforms-field-container"><div class="wpforms-page wpforms-page-1 "><div id="wpforms-7646-field_10-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="10"></div><div id="wpforms-7646-field_24-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="24"><div id="wpforms-7646-field_24"><div class="form-popup-header"> <h2>Accelerate Digital Transformation with Intelligent Automation</h2> </div></div></div><div id="wpforms-7646-field_21-container" class="wpforms-field wpforms-field-radio custom-radio-btn-wrapper wpforms-list-2-columns" data-field-id="21"><label class="wpforms-field-label wpforms-label-hide" for="wpforms-7646-field_21">Sevices <span class="wpforms-required-label">*</span></label><ul id="wpforms-7646-field_21" class="wpforms-field-required wpforms-image-choices wpforms-image-choices-modern"><li class="choice-1 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-7646-field_21_1" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/real-time-data-analysis.png" alt="Real Time Data Analytics" title="Real Time Data Analytics"></span><input type="radio" id="wpforms-7646-field_21_1" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Real Time Data Analytics" tabindex="-1" required ><span class="wpforms-image-choices-label">Real Time Data Analytics</span></label></li><li class="choice-2 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-7646-field_21_2" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/data-visualization.png" alt="Interactive Data Visualisation" title="Interactive Data Visualisation"></span><input type="radio" id="wpforms-7646-field_21_2" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Interactive Data Visualisation" tabindex="-1" required ><span class="wpforms-image-choices-label">Interactive Data Visualisation</span></label></li><li class="choice-3 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-7646-field_21_3" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/application-modernisation.png" alt="Application Modernisation" title="Application Modernisation"></span><input type="radio" id="wpforms-7646-field_21_3" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Application Modernisation" tabindex="-1" required ><span class="wpforms-image-choices-label">Application Modernisation</span></label></li><li class="choice-4 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-7646-field_21_4" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/enterprise-ai.png" alt="Enterprise AI" title="Enterprise AI"></span><input type="radio" id="wpforms-7646-field_21_4" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Enterprise AI" tabindex="-1" required ><span class="wpforms-image-choices-label">Enterprise AI</span></label></li><li class="choice-5 depth-1 wpforms-image-choices-item"><label class="wpforms-field-label-inline" for="wpforms-7646-field_21_5" tabindex="0"><span class="wpforms-image-choices-image"><img src="https://www.xenonstack.com/wp-content/uploads/2020/07/intelligent-cognitive-automation.png" alt="Intelligent and Cognitive Automation" title="Intelligent and Cognitive Automation"></span><input type="radio" id="wpforms-7646-field_21_5" class="wpforms-screen-reader-element" name="wpforms[fields][21]" value="Intelligent and Cognitive Automation" tabindex="-1" required ><span class="wpforms-image-choices-label">Intelligent and Cognitive Automation</span></label></li></ul></div><div id="wpforms-7646-field_23-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="23"><div class="wpforms-clear wpforms-pagebreak-left"><button class="wpforms-page-button wpforms-page-next" data-action="next" data-page="1" data-formid="7646">Next</button></div></div></div><div class="wpforms-page wpforms-page-2 last " style="display:none;"><div id="wpforms-7646-field_25-container" class="wpforms-field wpforms-field-html form-popup-header-wrapper" data-field-id="25"><div id="wpforms-7646-field_25"><div class="form-popup-header"> <h2>How can we get in Touch</h2> <p>Fill the form and we will revert back to you soon.<p> </div></div></div><div id="wpforms-7646-field_20-container" class="wpforms-field wpforms-field-name col-12 col-sm-12 col-md-12 form-group" data-field-id="20"><label class="wpforms-field-label" for="wpforms-7646-field_20">Name <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-7646-field_20" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][20]" placeholder="Name" required></div><div id="wpforms-7646-field_2-container" class="wpforms-field wpforms-field-email col-12 col-sm-12 col-md-12 form-group" data-field-id="2"><label class="wpforms-field-label" for="wpforms-7646-field_2">Email <span class="wpforms-required-label">*</span></label><input type="email" id="wpforms-7646-field_2" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][2]" placeholder="Email" required></div><div id="wpforms-7646-field_3-container" class="wpforms-field wpforms-field-text col-12 col-sm-12 col-md-12 form-group" data-field-id="3"><label class="wpforms-field-label" for="wpforms-7646-field_3">Organization <span class="wpforms-required-label">*</span></label><input type="text" id="wpforms-7646-field_3" class="wpforms-field-large wpforms-field-required" name="wpforms[fields][3]" placeholder="Organization" required></div><div id="wpforms-7646-field_11-container" class="wpforms-field wpforms-field-pagebreak" data-field-id="11"><div class="wpforms-clear wpforms-pagebreak-left"></div></div></div></div><div class="wpforms-field wpforms-field-hp"><label for="wpforms-7646-field-hp" class="wpforms-field-label">Message</label><input type="text" name="wpforms[hp]" id="wpforms-7646-field-hp" class="wpforms-field-medium"></div><input type="hidden" name="wpforms[recaptcha]" value=""><div class="wpforms-submit-container" style="display:none;"><input type="hidden" name="wpforms[id]" value="7646"><input type="hidden" name="wpforms[author]" value="2"><input type="hidden" name="wpforms[post_id]" value="240"><button type="submit" name="wpforms[submit]" class="wpforms-submit om-trigger-conversion mon-btn" id="wpforms-submit-7646" value="wpforms-submit" aria-live="assertive" data-alt-text="Submitting..." data-submit-text="Submit">Submit</button></div></form></div> <!-- .wpforms-container -->