Generative AI Vs AI
Criteria |
Generative AI |
AI |
---|---|---|
Purpose | It is designed to produce new content or data. | Designed for a wide range of tasks but not limited to generation. |
Application | Art creation, text generation, video synthesis, and so on. | Data analysis, predictions, automation, robotics, etc. |
Learning | Uses Unsupervised learning or reinforcement learning. | Can use supervised, semi-supervised, or reinforcement |
Outcome | New or original output is created. | Can produce an answer and make a decision, classify, data, etc. |
Complexity | It requires a complex model like GANs | It has ranged from simple linear regression to complex neural networks. |
Data Requirement | Required a large amount of data to produce results of high-quality data. | Data requirements may vary; some need little data, and some need vast amounts. |
Interactivity | Can be interactive, responding to user input. | Might not always be interactive, depending on the application. |
What is Generative AI?
Nowadays as we all know the power of Artificial Intelligence is developing day by day, and after the introduction of Generative AI is taking creativity to the next level Generative AI is a subset of Deep learning that is again a part of Artificial Intelligence.
In this article, we will explore,
What is Generative AI? Examples, Definition, Models and limitations.
Generative AI helps to create new artificial content or data that includes Images, Videos, Music, or even 3D models without any effort required by humans. The advancements in LLM have led to the development of Generative AI.
Generative AI models are trained and learn the datasets and design within the data based on large datasets and Patterns. They can generate new examples that are similar to the training data. These models are capable of generating new content without any human instructions.
In simple words, It generally involves training AI models to understand different patterns and structures within existing data and using that to generate new original data.