AIGC - the starting point of the content productivity revolution

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Table of contents

 foreword

1.AIGC

1. What is AIGC?

 2. What are the advantages and challenges of AIGC

(1) Advantages

(2) Challenge

2. AIGC continues to explode

1. AIGC continuous explosion

2. Definition of AIGC

3. Development and prospect of AIGC

 4. AIGC tools


 foreword

This chapter will take you through AIGC


1.AIGC

1. What is AIGC?

AIGC is a new artificial intelligence technology. Its full name is Artificial Intelligence Generative Content, that is, artificial intelligence generated content.
Its core idea is to use artificial intelligence models to automatically generate various types of text, images, audio, video and other content according to given conditions such as topics, keywords, formats, and styles.
AIGC can be widely used in media, education, entertainment, marketing, scientific research and other fields to provide users with high-quality, high-efficiency, and highly personalized content services.


 2. What are the advantages and challenges of AIGC

(1) Advantages

  • Increased efficiency: AIGC can automate tedious, repetitive tasks, saving time and resources.
  • Unlimited Creation: Creation can break through the limitations of human creation, realize unlimited content creation, generate content that meets user expectations according to user needs and preferences, and improve user satisfaction
  • Creation simplification: AIGC can automatically generate audio, pictures, videos, etc. to improve the efficiency of creators and save time.
  • Optimizing decision-making: AIGC can process a large amount of business data, and through deep learning, pattern recognition and other technologies, analyze and extract the laws and trends hidden in the data, and assist the management to make more informed decisions.
  • Improve customer experience: AIGC can respond quickly based on customer interaction information, such as intelligent customer service, thereby improving customer satisfaction and loyalty.
  • Intelligent services: AIGC provides enterprises with more intelligent and customized services, such as demand forecasting and recommendation systems.

(2) Challenge

  • Technical accuracy: To achieve high-quality services, AIGC needs reliable and accurate algorithm support, which requires a large amount of data training and computing resources.
  • Communication and communication: there is no communication between technical personnel and business personnel; the incompatibility between AI systems and human users (such as language, etc.) is a challenge.
  • Performance and quality: AIGC needs to continuously improve the performance and quality of artificial intelligence models to ensure the accuracy, rationality, logic, and consistency of generated content.

2. AIGC continues to explode

1. AIGC continuous explosion

(1) AI painting works won the prize. In August 2022, Space Opera won 1st prize in the category "Digital Art/Digitally Retouched Photo" at the Emerging Digital Artist Competition held in Colorado, USA. The contestants have no drawing foundation and use the AI ​​tool Midjourney to create.

(2) ChatGPT was launched on November 30, 2022. Five days later, the number of users exceeded one million, and two months later, the number of monthly active users exceeded 100 million, making it the fastest growing consumer application in history.

(3) Venture capital and industrial capital pour into AIGC


2. Definition of AIGC

(1) New content generation method, technology collection based on artificial intelligence

AIGC ( AI Generated Content ) is the use of artificial intelligence technology to automatically generate content. Subject to the maturity of AI technology, AI is still an auxiliary role in content production (AIUGC). Waiting for technological breakthroughs, AI can truly serve as a content creator (AIGC) .
AIGC is a collection of technologies based on artificial intelligence technologies such as generative confrontation network GAN and large-scale pre-training models. It uses existing data to find rules and generates relevant content through appropriate generalization capabilities.
Related terms: synthetic media (Synthetic Media), that is, text, images, audio, etc. generated based on AI; Generative AI (Generative AI) proposed by Gartner, that is, new programming, content or business activities automatically generated , so that text, music, images, videos, scenes, etc. can be automatically generated by AI algorithms.
(2) From PGC to UGC, from UGC to AIGC.
The "read-only" mode in the Web1.0 era gave birth to "PGC"; in the Web2.0 era, the rise of social media and the interaction between people through the Internet gave birth to the "UGC" mode in which users produce and share content; in the Web3.0 era , the demand for content consumption is further increasing, and the demand for individualization is prominent. "AIGC" will become an important new content generation method.


3. Development and prospect of AIGC

At present, the continuous progress of artificial intelligence technology and the rapid development of big data and cloud computing have promoted the wide application of AIGC in many fields. As more and more enterprises begin to adopt AIGC, it is becoming an important means of building intelligent enterprises, improving efficiency and reducing costs.

 Here are some trends that AIGC may present in the future:

  1. Intelligent decision-making: The continuous advancement of artificial intelligence technology and the demand for complex decision-making in business scenarios will promote the development of AIGC and improve the decision-making quality of the organization's internal processes.
  2. Automated processes: AIGC can help companies automate tedious and repetitive processes, thereby freeing employees' time and energy.
  3. Information processing: AIGC can quickly process information such as business data, customer feedback, and user usage, and analyze such data through machine learning for effective prediction and analysis.
  4. Expanded scope of application: AI continues to expand its scope of application to more industries. In the future, the scope of application of AIGC may expand again, such as education, medical care, finance and other industries.

In short, AIGC, as an important technology in the field of artificial intelligence applications, will become an important requirement for the development of digital and intelligent enterprises, has great development potential in the future, and will change our way of life.


 4. AIGC tools

Machine learning platforms: such as TensorFlow, Keras, etc., these platforms provide easy-to-use APIs and tools when training and applying machine learning models.

Natural language processing tools: such as NLTK, spaCy, etc., can assist in the analysis and understanding of human language.

Data visualization tools: such as Tableau, Power BI, etc., can visualize a large amount of data and generate charts and reports.

 Intelligent customer service software: such as Alibaba Cloud Xiaomi, etc., can help companies automatically handle customer inquiries and problems.

 Robotic process automation: For example, UiPath, Automation Anywhere, etc., provide process automation solutions based on rules and machine learning.

 IoT platforms: such as AWS IoT, Azure IoT, etc., can collect data from IoT devices and perform real-time monitoring and processing.

 Recommendation system tools: such as Apache Mahout, etc., which can be used to build and deploy personalized recommendation systems.

 


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Origin blog.csdn.net/yj11290301/article/details/130625468