Learning Launch 

 Challenge 

 In my development team we have a need to test different hypotheses about machine learning methods application for business needs . And our challenge was to organize this process , so stakeholders without technical knowledge could test different approaches and define which solution suites best . 

 Selection 

 Based on our task we decided that the best design thinking tool is the learning launch . It covers all needs in fast testing of ML engineers ' hypotheses on how to meet a list of business requirements . 

 Application 

 So , for the application of the learning launch tool we decided to change our development process . After gathering business requirements from stakeholders we added a new procedure for ML engineers - they create several different approaches to solve one problem in order to give stakeholders the ability to choose the best solution . 

 Main challenge was to create a mechanism to allow stakeholders to test these approaches in parallel . To make this happen I proposed improvements for our development process - create one general interface for all solutions in scope of a problem we ’re working on . Second improvement was for the deployment process : the idea was to have all solutions together , so stakeholders can easily test them in parallel . 

 These changes allow us to get most from learning launch - we have ability to test solutions , get feedback from stakeholders and repeat this process without time consuming actions between iterations . 

 Insight & Approach 

 Learning launch design thinking tool exceed our expectations ! It helps us to solve our key problem in sharing results with stakeholders and gathering their feedback . Now we can implement several totally different solutions and give them directly to stakeholders . General interface also allows us to apply the same synthetic tests to compare results of ML solutions . And it is easier to improve results after processing feedback and test results . 

 After successful implementation of the learning launch we plan to integrate more design thinking tools to our research and development process . I believe that we can greatly benefit from these changes . 


EMAIL: 
ID_NUM: 
NAME_STUDENT: 
PHONE_NUM: 
STREET_ADDRESS: 
URL_PERSONAL: 
USERNAME: 

### Task: You are a PII (Personal Identity Information) Detection. Given a essays written by students, you have to identify ONLY the following:
NAME_STUDENT - The full or partial name of a student that is not necessarily the author of the essay. This excludes instructors, authors, and other person names.
EMAIL - A student’s email address.
USERNAME - A student's username on any platform.
ID_NUM - A number or sequence of characters that could be used to identify a student, such as a student ID or a social security number.
PHONE_NUM - A phone number associated with a student.
URL_PERSONAL - A URL that might be used to identify a student.
STREET_ADDRESS - A full or partial street address that is associated with the student, such as their home address.
### Input: Learning Launch 

 Challenge 

 In my development team we have a need to test different hypotheses about machine learning methods application for business needs . And our challenge was to organize this process , so stakeholders without technical knowledge could test different approaches and define which solution suites best . 

 Selection 

 Based on our task we decided that the best design thinking tool is the learning launch . It covers all needs in fast testing of ML engineers ' hypotheses on how to meet a list of business requirements . 

 Application 

 So , for the application of the learning launch tool we decided to change our development process . After gathering business requirements from stakeholders we added a new procedure for ML engineers - they create several different approaches to solve one problem in order to give stakeholders the ability to choose the best solution . 

 Main challenge was to create a mechanism to allow stakeholders to test these approaches in parallel . To make this happen I proposed improvements for our development process - create one general interface for all solutions in scope of a problem we ’re working on . Second improvement was for the deployment process : the idea was to have all solutions together , so stakeholders can easily test them in parallel . 

 These changes allow us to get most from learning launch - we have ability to test solutions , get feedback from stakeholders and repeat this process without time consuming actions between iterations . 

 Insight & Approach 

 Learning launch design thinking tool exceed our expectations ! It helps us to solve our key problem in sharing results with stakeholders and gathering their feedback . Now we can implement several totally different solutions and give them directly to stakeholders . General interface also allows us to apply the same synthetic tests to compare results of ML solutions . And it is easier to improve results after processing feedback and test results . 

 After successful implementation of the learning launch we plan to integrate more design thinking tools to our research and development process . I believe that we can greatly benefit from these changes .
### Output: 