Our "Ask INDIAai" series will address and discuss your concerns. INDIAai will respond to your questions.

Please direct all questions to askindiaai@nasscom.in.

What is Machine Learning Bias? - Bhaskar Mehta, Delhi

Machine learning bias, also known as algorithm bias or AI bias, is a phenomenon that arises when a machine learning (ML) algorithm delivers results that are systematically biased due to erroneous assumptions made throughout the ML process.

Bias is a systematic inaccuracy caused by an incorrect machine learning algorithm modelling assumption. By not taking into account all of the information contained in the data, the algorithm tends to learn the incorrect signals systematically.

Does the GPU consume more power than the CPU? - Shavitha Gopi, Chennai.

The GPU generally consumes more energy than the CPU when performing the same task. A GPU may consume 300 watts of power when performing a machine-learning task, whereas a CPU may consume 100 watts when performing the same task.

How is generative AI used in data science? - Rachel David, Cochin

Generative AI demonstrates its adaptability by empowering users' data analytics. It can navigate complex datasets and extract valuable insights using its advanced algorithms and language comprehension.

For example, Users can conduct queries in natural language and receive results with natural language explanations. Mainly, multimodal generative models are compatible with unstructured data, which expands the options for input data and analytical outputs.

What programming language does generative AI use? - Nafeesa Begum, Kolkata

It supports JavaScript, Python, TypeScript, Rust, Go, and Bash, among other programming languages. It is compatible with popular code editors such as VS Code, IntelliJ, and Sublime. Hugging Face is a platform that provides free artificial intelligence (AI) tools for code generation and natural language processing.

What is a data asset? - Prabavathy J, Trichy

A data asset can be an output file from a system or program, a database, a document, or a web page. A data asset may also comprise a service allowing users to access an application's data. For example, a data asset would be a service that returns individual records from a database.

What is an AI cyber attack? - Priya Mathew, Bengaluru

Attackers are constantly trying to map out the AI models that cybersecurity companies and operational teams use, both old and new. Attackers can stop machine learning from working and change AI models during their cycles if they know how they work and what their traits are.

What is the difference between a transformer and LLM? - Sukveender Singh, Pune

LLMs are massive deep-learning models pre-trained on huge amounts of data. The underlying transformer is a collection of self-attention-capable neural networks consisting of an encoder and a decoder.

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