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Top Skills to Master in the Age of AI

AI is finding it's way in  a wide variety of applications pertaining to  almost every industry. This AI driven rapidly evolving landscape has created a demand for a unique blend of technical, creative, and interpersonal skills highly sought-after by employers. Listed below are some specialized AI-related skills that are becoming increasingly valuable in the modern times. 1. AI Models Development Understanding how AI and ML work including the underlying algorithms, and learning to develop ML powered apps using tools like TensorFlow or PyTorch is a highly desirable skill to master in the age of AI. Furthermore, the skills in fine-tuning and adapting large pre-trained models (like GPT, BERT, or Vision Transformers) to specific use cases are also useful, allowing you to create specialized applications without starting from scratch. Leveraging pre-trained models and adapting them to new tasks with limited data is particularly useful in NLP and computer vision. 2. AI Models Deployme...

Scriptless Test Automation Frameworks and Tools

Scriptless Test Automation Frameworks and Tools

What is Scriptless Test Automation? 

Scriptless Test Automation is writing automated test cases for a software application without involving any script or code. 

Automated testing is highly essential to ensure rapid software releases, particularly in Agile driven teams. Regression testing of a software application which is frequently updated, should definitely be automated, to reduce the cost involved in manual testing. Automated test cases are typically written in parallel to the software, using some testing framework such as JUnit, Selenium, Espresso, CppUnit, UI Automator, Appium or Cucumber. Typically, writing a script for particular test case includes providing test inputs, execution steps and comparing results.

Popular Testing Frameworks
Popular Testing Frameworks

Some of the most common problems with script based test automation are:

  • It may be extremely tedious and daunting to write scripts.
  • It requires a learning curve to understand the syntax and framework.
  • It creates a dependency on people with specific skills to write and maintain the testing suite.
  • Due to the complexity of writing scripts, there are increased chances of human error.

This demands for a higher level test framework, which does not involve coding and which can be easily used by anyone. This can be achieved by Scriptless Test Automation frameworks and tools.   

How Scriptless Test Automation Tools Work?

Scriptless test automation simplifies the test automation by providing an abstraction from the underlying code or script. The effort and complexity involved in writing automated tests is greatly minimized. The tester only provides test case information in a higher-level human friendly way and the Scriptless automation tool translates those steps into some underlying script or code.

As an example, see the figure below where Espresso Test Recorder will record UI actions and generate corresponding Espresso scripts.

Recording a Test with Espresso Test Recorder
Recording Test with Espresso Test Recorder

Popular Scriptless Test Automation Tools

Scriptless Test Automation tools may fall under one of the following four categories:

1. Record and Playback Tools: Record and Playback tools allow the testers to manually perform actions on UI (Web or Mobile), record those actions, ask testers to specify assertions or expected results for performed actions and finally generate the underlying test scripts. It means that any tester can manually run the software and easily generate automated tests. Few examples are Selenium IDE and Espresso Test Recorder. 

2. Modeling Based Tools: These tools allow testers to specify test cases using visual modeling. The generated test cases are very human friendly and can be easily customized. Examples include TestCraft.

Creating a Test with TestCraft
Creating a Test with TestCraft

3. Keyword Based Tools: These tools utilize easy and human readable syntax to specify test cases. Since the tools use human friendly syntax, the test cases are clear and readable. Examples include Cucumber and Robot Framework.

Creating a Test with Robot Framework
Creating a Test with Robot Framework

4. Natural Language Based Tools: This is a modern research area involving Natural Language Processing (NLP) and Machine Learning to generate test scripts from test case document or user requirements document expressed in natural language.

Most of the tools use a hybrid of test creation technologies specified above. Few of the popular Scriptless Test Automation frameworks and tools are listed in figure below:

Scriptless Test Automation Frameworks and Tools
Scriptless Test Automation Frameworks

Future Work

There are plenty of unexplored and improvement areas in the domain of Scriptless  Test Automation. The efficiency of some Scriptless Test Automation frameworks and tools needs to be further improved to generate readable and maintainable test scripts. Furthermore, Scriptless Test Automation may be expanded to remaining scripting frameworks, programming languages and IDEs.

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