Generative AI is an innovative technology in which AI (artificial intelligence) generates new content through data analysis and learning.It supports human work efficiency and creative activities in various formats such as text and images, and brings innovation in various fields of business and society.In particular, ChatGPT, which appeared at the end of 2022, is said to bring about the fastest and largest change in humankind in history, and is attracting attention not only from researchers and developers but also from the general public.
What is Generative AI
Generative AI, also called generative AI, is a field of machine learning and is a technology that has the ability to generate new data from given data or patterns.
Create new content based on data in various formats such as text, images, and audio.Generative AI has the power to learn from large amounts of data, understand its patterns and characteristics, and then create new content similar to it.
Mechanism and characteristics of generative AI
Generative AI, which has the ability to generate sentences, images, etc., mainly uses deep learning.Deep learning is a field of machine learning that can flexibly create approximate functions (models) that connect inputs and outputs. Generate.
For example, ChatGPT uses this flexibility in an algorithm that creates natural sentences, making it possible to generate human-like responses to user input and instructions.
Types of generation AI, what generation AI can generate
Generation AI can generate a wide variety of data, and there are various types such as image generation, text generation, and voice generation.
Image generation AI has the ability to generate new images based on specified conditions and is gaining attention in the design and creative industries.
Sentence generation AI, such as ChatGPT, automatically generates sentences from given text data and information, and is applied to create natural sentences, from writing articles to supporting conversations and question and answer creation.
Furthermore, voice generation AI is converting text into voice for use in voice guidance and education fields, and is also contributing to the evolution of voice synthesis technology.
These allow people to make time for their creative side, expanding the possibilities for new forms of expression.
How to use and use text generation AI
Among these generation AIs, text generation AI is attracting the most attention.For example, in customer support, chatbots can be used to answer FAQs and general customer inquiries.Foreign language translation helps with document translation and communication.Contract drafting helps you draft contracts, privacy policies, etc., making your legal department more efficient.It also has many other benefits, such as improved productivity, reduced costs, and increased customer satisfaction when used for content creation, report creation, and program coding.
ChatGPT's breakthrough
ChatGPT, which has been attracting attention since its appearance at the end of 2022, is one of the text generation AI chat-type services.Its great feature is that it can generate human-like, natural-sounding responses to user questions and text.
ChatGPT utilizes natural language processing technology to generate human-like sentences.Its distinctive feature is that it not only constructs sentences using appropriate grammar and vocabulary, but also forms content rationally to some extent from the information given.As a result, it is used for a wide variety of purposes in the business field, including customer service, content generation, and information gathering.
ChatGPT is increasingly being used by companies and local governments.In addition to being used by companies for customer support to support communication with customers, it also helps improve operational efficiency by automatically generating FAQs and collecting information on specified topics.There are also examples of local governments starting to utilize ChatGPT, contributing to improving the administrative communication experience and making it more efficient, such as by providing information to citizens and responding to inquiries.
By identifying the capabilities of ChatGPT and utilizing it appropriately, it is expected to contribute to a wide range of business aspects.
Innovation and impact brought about by generative AI
The evolution of generative AI is bringing about amazing innovations in a wide variety of fields.Generative AI is attracting attention for a wide range of applications, including research, marketing, and creativity.
In the marketing field, generative AI helps understand customer needs and recommend effective advertisements and campaigns.By automatically generating product descriptions and advertisements, you can send messages that are appropriate for your target audience.
In the creative field, generative AI is also opening up new possibilities in the fields of art and design.Generative AI also supports the creative process by providing new ideas and styles in creative activities such as painting and music.It is also used as a creative tool for individuals, expanding the range of creative expression.
The dangers of generative AI and how to deal with them
The advent of generative AI has streamlined advanced information processing and creative tasks that were previously only possible for humans, expanding the possibility of new ideas and discoveries.However, as technology evolves, so do ethical issues and privacy concerns.
A cautious approach is required when advancing the use of generative AI.For example, data automatically generated by an algorithm to create natural sentences may be natural, but the content may lack truthfulness, which can lead to a decrease in reliability.There is also the risk of malicious use and privacy violations.Especially when using it in a company, it is important to formulate ethical guidelines and strengthen monitoring systems.
Both companies and individuals are expected to have high expectations for the potential of generative AI, while at the same time fully understanding its risks and are required to utilize it while maintaining an appropriate balance.
AI that generates hypotheses - drug discovery support realized by FRONTEO's KIBIT
FRONTEO's self-developed AI "KIBIT" is a type of natural language processing AI.It has supported experts in a variety of fields with high accuracy even with a small amount of training data, and one of its strengths is its ability to generate hypotheses.
The most important process in the drug discovery support services that FRONTEO actively engages in is the search for highly novel target molecules and the generation of hypotheses. KIBIT comprehensively and unbiasedly analyzes tens of millions of papers and predicts genes associated with diseases, making it possible to discover highly novel target molecules that could not be found using existing approaches. Masu.However, having a list of highly novel target molecules is not enough; hypothesis generation, or estimating the disease mechanism, is essential to advance the drug discovery process.
Therefore, FRONTEO has built the "Drug Discovery AI Factory", an AI drug discovery support platform specializing in hypothesis generation. Researchers with expertise in AI and drug discovery use KIBIT to search for highly probable target molecules, generate and propose hypotheses.
