![[2023 AI KOREA GRAND PRIZE] UPSTAGE WON THE AI TECHNOLOGY AWARD (MINISTER OF SCIENCE AND ICT AWARD)](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/edcb558f-9224-492b-9922-ea0b71766316/AI+KOREA_WEB+HERO.jpg)
[2023 AI KOREA GRAND PRIZE] UPSTAGE WON THE AI TECHNOLOGY AWARD (MINISTER OF SCIENCE AND ICT AWARD)
UPSTAGE WON THE 'AI TECHNOLOGY AWARD', THE HIGHEST AWARD GIVEN BY THE MINISTER OF SCIENCE AND ICT, AT THE '2023 AI KOREA AWARDS'. CHECK OUT THE DRIVING FORCE AND ACHIEVEMENTS OF UPSTAGE, WHICH IS ATTRACTING ATTENTION AROUND THE WORLD FOR ITS TECHNOLOGY.
![History of AI based on natural language processing reinterpreted from the Data-Centric AI perspective](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1686790326123-54BXP5NUIUX4SY8CIF62/WebHero_1600x900+%282%29.jpg)
History of AI based on natural language processing reinterpreted from the Data-Centric AI perspective
What insights can we gain if we reinterpret natural language processing (NLP), one of the major fields in the 70-year history of artificial intelligence, from a Data-Centric AI perspective? Retraces the flow of AI from rule-based, statistical-based, machine learning-based, and deep learning-based to the era of the Large Language Model (LLM).
![DMOps (Data Management Operation and Recipes), building data in the field](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1686790156952-WPVFEEUTMDZQMI7B1H4Q/WebHero_1600x900+%281%29.jpg)
DMOps (Data Management Operation and Recipes), building data in the field
Rule-based, statistical-based, machine learning-based, deep learning-based, and LLM-based, there was no time when data was not important in the age of artificial intelligence. So, who is creating and designing this data? Let's summarize the 'A to Z of training data production' for creating high-quality AI models. Read more about DMOps on the Upstage Tech Blog!
![Data-Centric AI and Real-World](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1686790095299-9ZRQW3X7S5OORNMD2DUS/WebHero_1600x900.jpg)
Data-Centric AI and Real-World
Do you know about “Data-Centric AI” that emphasizes the importance of data in AI systems? In the real world that actually handles data, we will look at how to apply it to business and the elements needed to create good data.
![Until the birth of OCR that recognizes text (Upstage in-house OCR image data collection challenge)](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/5dda0535-e0ed-4f8f-ab68-06a839ea13a9/Opt_OCR_Event_WebHero_1600x900.jpeg)
Until the birth of OCR that recognizes text (Upstage in-house OCR image data collection challenge)
Do you know the OCR technology that recognizes characters in a photographed image and is being used for digital innovation in various industries? Introducing the story of the in-house OCR image data collection challenge, in which stars gathered data for model training as a team and laid the foundation for performance, until the upstage OCR Pack, which enabled document automation without human post-processing, was born.
![Why upstage is the most notable ai company in ocr/recommendation/search fields](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1665725082529-2G749N8A947Z0BL7UP6Q/Tech_blog_1.png)
Why upstage is the most notable ai company in ocr/recommendation/search fields
Let's take a look at Upstage's unrivaled AI experts and technology, which are recognized for their value as a leading AI company, and introduce you to Upstage's tech story, which is more promising for the future.
![Developing service-oriented AI models Ep.4 Efficient AI teaming for AI model development](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1667893818945-8Q7D5NE9AE1807HD91WP/%E1%84%89%E1%85%A5%E1%84%87%E1%85%B5%E1%84%89%E1%85%B3%E1%84%92%E1%85%A3%E1%86%BC4.png)
Developing service-oriented AI models Ep.4 Efficient AI teaming for AI model development
Ep. Check out 4 to see what the most efficient team building and the role of each member are for the successful development of a service-oriented AI model.
![Developing service-oriented AI models Ep.3 Deriving test datasets, test methods, and model requirements](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1667893672116-EXLPX6KSZ994LA99TUUD/%E1%84%89%E1%85%A5%E1%84%87%E1%85%B5%E1%84%89%E1%85%B3%E1%84%92%E1%85%A3%E1%86%BC3.png)
Developing service-oriented AI models Ep.3 Deriving test datasets, test methods, and model requirements
Ep. With 3, you can find test datasets of AI models, how to test them, and more details on how to derive model requirements.
![Developing a service-oriented AI model Ep.2 Preparing a training dataset for developing an AI model](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1667893617123-1IA8HFCK6AGFLEACSDWR/%E1%84%89%E1%85%A5%E1%84%87%E1%85%B5%E1%84%89%E1%85%B3%E1%84%92%E1%85%A3%E1%86%BC2.png)
Developing a service-oriented AI model Ep.2 Preparing a training dataset for developing an AI model
Ep. Check out 2 for the first steps to developing a service-oriented AI model, how to prepare a training dataset and how to create it.
![Developing service-oriented AI models Ep.1 Differences in the AI model development environment](https://images.squarespace-cdn.com/content/v1/618b246f4dfdef45045a78dd/1667894376175-1ER67C0G7YOVPZWY7GX8/%E1%84%89%E1%85%A5%E1%84%87%E1%85%B5%E1%84%89%E1%85%B3%E1%84%92%E1%85%A3%E1%86%BC+EP1.png)
Developing service-oriented AI models Ep.1 Differences in the AI model development environment
Ep. Check out 1 to see the difference between 'AI development process in a school/research environment' and 'process in a real industrial setting' and why they occur.