In this series, you can ask questions and get answers to your doubts. The knowledgeable people who work at INDIAai will answer your questions.

Your questions should be sent to: askindiaai@mail.nasscom.in

What is digital twin technology? What are its benefits? - Sheela, Bhubaneswar

A digital twin is a virtual version of a physical system or product that acts as its identical digital counterpart for practical purposes such as system modelling, integration, testing, monitoring, and maintenance. It is a dynamic virtual clone of a physical asset, process, system, or environment with identical appearance and behaviour to its physical counterpart. A digital twin ingests data and replicates operations to allow for the prediction of potential performance results and issues that the actual product may encounter.

Using a digital twin, businesses can test and approve a product before it exists in the physical world. By building a replica of the planned production process, a digital twin allows engineers to detect any process faults before the product is manufactured.

What does data governance mean? What is its role? - Naveen Raja, Surat

Data governance involves establishing internal guidelines—data policies—that regulate how data is collected, kept, processed, and discarded. It regulates who may access certain types of data and which types of data are governed.

It is the process of regulating the availability, accessibility, integrity, and security of organizational data based on internal data standards and regulations that also regulate data consumption. Effective data governance guarantees that data is reliable, consistent, and not misused.

What are AI frameworks? What is the framework in machine learning? - Santhoshini, Bengaluru

Through a high-level programming interface, AI frameworks give data scientists, AI developers, and researchers the building blocks necessary to create, train, validate, and deploy models.

A machine learning framework is an interface that facilitates the development and deployment of machine learning models. This solution enables businesses to securely increase their machine learning efforts while preserving a healthy ML lifespan.

Are Twitter bots legal? How do you know if it's a bot? Jayashree, Secunderabad

Automated actions through another Twitter user's account are not allowed unless: the other user knows what automated actions will be taken; the other user gives explicit permission for the automated actions to be taken; and the automated actions are needed to fulfill the user's request. If a user asks to be taken off of more automation, stop it right away.

The most basic bots lack a photo, a bio, and a link. More complex ones may employ a web-stolen image or an account name produced automatically. Using human language is still extremely difficult for computers.