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Training AI with AI may become increasingly "foolish" as one practices

For artificial intelligence (AI) big language models, more training data usually means the model is smarter. However, a new study in the British journal Nature suggests that training models solely on AI generated data may lead to performance degradation, known as' model collapse '. Research from Oxford University and Cambridge University suggests that training models solely with AI content will cause them to forget the distribution of real data, resulting in irreversible defects.

Researchers generated Wikipedia style text and repeatedly used the generated content for version updates, ultimately discovering that the model output lost its meaning. For example, in the ninth iteration, the model output an article about church towers, but mentioned multiple colors of rabbit tails.

The main reason for the "model collapse" is that low-frequency vocabulary in the training data gradually disappears during iterations, while the frequency of common vocabulary increases, resulting in the model being unable to truly reflect complex reality. This phenomenon is similar to "inbreeding" in biology, where the lack of diversity ultimately puts species at risk of collapse.

Storage and Backup: Have You Really Separated?

In the digital age, storage and backup are two essential concepts in our daily lives. Although they are often used interchangeably, their meanings and purposes are vastly different. Today, we will delve into the differences between these two concepts in .top domain names to help everyone better manage data.

Different purposes: Storage is for easy access and use of data, while backup is to protect data from loss.

Update frequency: The data stored is often modified or updated, while the backed up data is usually static and remains in a certain state at a certain time.

Location separation: The stored data is generally stored in the devices that users use on a daily basis, while the backed up data should be stored in physically separate locations to enhance security.

How to do well in storage and backup

Choose the appropriate storage medium: Choose HDD, SSD, or cloud storage according to usage needs to ensure that it can meet daily storage needs.

Regularly backup important data: Set up an automatic backup schedule to ensure multiple backups of important data to prevent accidental loss.

Maintain backup diversity: Adopt different backup methods, such as simultaneously using cloud backup and external hard drive backup, to improve data security.

What is the difference between a domain name and a website address?

A domain name is an identifier on the Internet

that uniquely identifies one or more computers

(servers). It is composed of a series of characters for the convenience of people's memory and use, rather than directly using an IP address. A domain name typically consists of a series of subdomains, such as top-level domains like .com and .top. Domain names are mainly used to point to one or more IP addresses, allowing users to access websites or network resources through easy to remember names.

And website address is a standard format used to identify the location of network resources. It contains complete information required to access resources, including access protocols, host names, paths, and file names. The website not only specifies the domain name to be accessed, but also indicates the specific resources to be accessed, such as pages, files, etc.

The development process and direction of artificial intelligence in the world - the trend of the times

When discussing the development history and future direction of world artificial intelligence (AI), we have to pay attention to the development of Internet technology, especially the Internet innovation and change symbolized by domain name elements such as ". com" and ". top". These elements not only represent the expansion of the Internet space, but also reflect the evolution and trend of AI as one of the core technologies of the Internet.

The Development History of Artificial Intelligence

From the era of ". com" to the initial exploration of AI:

In the early days when the ". com" domain name became the mainstream logo of the Internet, the concept of artificial intelligence began to gradually enter the public view. During this period, AI research mainly focused on simulating certain intelligent behaviors of humans, such as expert systems, rule-based systems, etc. However, these systems are limited by their complexity and specificity in design, making it difficult to apply them widely.

The development of specialized artificial intelligence in the era of ". com":

With the in-depth development of Internet technology, the ". com" domain name has witnessed the rapid progress of AI technology. The breakthroughs in machine learning, deep learning and other technologies have enabled AI systems to achieve outstanding performance in specific fields such as image recognition, speech recognition, natural language processing, etc., promoting the widespread application of specialized artificial intelligence (weak artificial intelligence).

The New Era of '. top' and the Rise of General Artificial Intelligence:

How to secure the website

The security protection of the website is an important measure to ensure network security, protect user data and maintain the normal operation of the website. The following .com/.top domains tell you how to secure your website:

First of all, make sure that the website server and software are up to date and that all security patches are put in place in a timely manner. Use strong password policies and change passwords regularly to make it harder for attackers to crack. At the same time, two-factor authentication is enabled to provide double protection for account security.

The Web application is then securely configured to prevent common Web attacks such as SQL injection, cross-site scripting (XSS), and so on. This includes strict validation and filtering of user input, limiting input length and character types, and using techniques such as parameterized queries to avoid attackers exploiting vulnerabilities.

Then, it is crucial to regularly back up your website data and configuration files. In the event of an attack or data corruption, the ability to quickly restore the normal operation of the website through backups. You are advised to store the backup data in a safe and reliable place and perform restoration tests periodically to ensure the backup validity.

Secondly, tools such as firewalls, intrusion detection systems (IDS) and intrusion prevention systems (IPS) are used to enhance the security of the network. These tools can monitor network traffic and identify and intercept malicious traffic, thereby preventing network security threats such as DDoS attacks. In addition, configuring a reverse proxy server can also help spread the load and shield attacks.

When is it better to register a domain name?

In the digital age, domain names are not only a symbol of the online identity of a business or individual brand, but also a key link between users and services. Choosing the right time to register a domain name is crucial, it is related to brand protection, market positioning and the appreciation of network assets. This article will explore the best time to register a domain name and help readers grasp the strategy of registering a domain name.

Initial stage of brand planning

In the early stages of brand planning, when a company or individual has determined the brand name and development direction, it should consider registering a domain name. The benefits of this are:

1. Brand consistency: Ensure the consistency of online brand names and offline brand names to avoid confusion.

2. Market opportunities: In a highly competitive market, early registration of domain names can seize market opportunities.

3. Domain name selection: Early registration provides more choices, and it is easier to get the ideal domain name, you can choose .com and .top domain names.

Before project start

Registering the domain name before the official launch of the project can ensure that users can directly access the domain name when the project is launched.

1. Integrated marketing: Domain names can be used in advance in marketing materials and publicity to enhance brand exposure.

2. Technical preparation: Allow sufficient time for website development and testing.

3. Search engine Optimization: Early registration helps with SEO, and older domains tend to be seen as more reliable.

Domain name promotion period

Many domain name registrars offer deals for specific periods of time, which is a good opportunity to register or renew a domain name:

1. Cost savings: Use promotions to reduce registration and renewal costs.