The outcomes of embedded systems are application-oriented and advance development areas in focus, embedded systems and devices will gain more popularity in the coming future while considering various business sectors and their applications.

Even as software algorithms that mimic human thoughts and ideas are the foundation of AI, hardware is also an important component this is where the role of Field Programmable Gate Arrays (FPGAs) and Graphics Processing Units play a vital role. 

Pytest is a command-line tool that finds, runs, and reports the results of tests you've written. It is suitable for all levels and types of the testing process. Pytest can be used by developers and designers, quality assurance teams, independent testing groups, and open-source projects.

The popularity of computer vision is growing like never before and its application is spanning across industries from consumer electronics and retail to manufacturing. With a variety of use cases including visualization, pattern recognition, segmentation, image information extraction, and classification, image processing can be done in two ways:

• Analog image processing of physical photographs, printouts, and other hard copies of images
• Digital image processing using computer algorithms to manipulate digital images

In contrast to traditional mass media, such as printed material or audio recordings, which feature little to no interaction between users, a multimedia is a form of communication that uses a combination of different content forms such as audio, text, animations, images, or video into a single interactive presentation. This definition now seems outdated because coming to 2022, multimedia has just exploded with more complex forms of interactions.

Test automation is the practice of automating test execution using frameworks and tools to carry out tests more quickly and reduce the need for human testers. In this method of software testing, reusable test scripts are created to test the functioning of the application, cutting down on overall regression time and facilitating quicker software releases. Utilizing test automation shortens the testing life cycle's regression time and improves quality of releases.

In recent years, voice technology has steadily increased in popularity, from voice control in vehicles to smart speakers in homes. A voice assistant solution is built using machine learning, NLP (Natural Language Processing), and voice recognition technology. These solutions merge cloud computing to combine AI and can converse with the end users in natural language.