Proxy IP training AI datasets: an essential tool for global data collection and model training

What exactly is the use of proxy IP in AI training?

The old iron in AI training all know that the quality of data directly determines the model IQ. However, many people will encounterThree critical issues: 1) IP blocked by target website 2) Cannot be opened by regional restriction 3) Data sample is too single. At this time the proxy IP is like a mask for the masquerade, which allows you to switch freely between different identities.

To cite a real case: an AI company to do commodity price comparison model, with local IP to catch the e-commerce data, the result of half an hour to be blocked. After changing to ipipgo's dynamic residential proxy, by rotating the global IP pool, the collection of three consecutive days did not trigger the wind control. This is the most tangible role of proxy IP-Make data collection as natural as breathingThe

Three major roadblocks to global data collection

Don't rush into choosing an agency service just yet, you have to figure out what pitfalls you will encounter:

For example, for a team doing language modeling, if they only use US IP to collect data, the trained model may not understand Southeast Asian online language at all. At this time, it is necessary to use ipipgo, a service that supports 220+ countries, to pull the data diversity full.

Hands on with choosing the right type of agent

There are two main types of ipipgo proxies, see here for those who are having trouble choosing:

 Dynamic Residential Proxy Example (Python)
import requests

proxies = {
    'http': 'http://user:pass@gateway.ipipgo.com:24000',
    'https': 'http://user:pass@gateway.ipipgo.com:24000'
}

response = requests.get('destination URL', proxies=proxies, timeout=30)
 Remember to replace your own authentication information, and automatically change the IP address for each request.

Dynamic ResidentialIdeal for scenarios that require frequent IP changes, such as crawler crawling. ipipgo's dynamic IP pool has 90 million+ resources and can change to a new vest for each request.Static homesIt is more suitable for scenarios that require long-term stable connection, such as monitoring the price changes of competing products, and the same IP can keep the connection for several hours without dropping.

ipipgo's one-of-a-kind tips

There are so many proxy services on the market, why choose ipipgo?Say a few hardcore advantages:

• True Residential IP: All IPs are real home broadband, unlike server room IPs which are a snap!
• City-level positioning: Want to capture Chicago restaurant data? Target Chicago IPs directly
• Agreement Family Bucket: HTTP/HTTPS/SOCKS5 full support, adapting to a variety of technology stacks

Their SERP API is particularly suitable for engaging in SEO analysis, using AI to simulate the search behavior of real people, grabbing Google data will not be recognized. There is a cross-border e-commerce friends, using this function to monitor the ranking of competing products, saving 3 artificial audit costs per month.

Frequently Asked Questions First Aid Kit

Q: Will proxy IPs slow down the collection speed?
A: ipipgo's dedicated line latency control within 2ms, measured than many local networks are faster. However, it is recommended to set a reasonable request interval, do not use the server as a money printing machine.

Q: How do I choose a package for my enterprise level project?
A: The daily collection volume of less than 100,000 with dynamic standard version, million-level data volume is recommended on the enterprise version. If you need to have a continuous session, choose the static residential, such as automatic form filling and other operations that require you to maintain the login status.

Q: What should I do if my IP is blocked?
A: In the ipipgo backend set the auto replace threshold to 5 times/minute, their IP pool is deep enough that they will automatically switch to a new IP when they encounter a ban.

Tell the truth.

Proxy IP is not a panacea, the key depends on how to use. I have seen people open the proxy frantically send requests, the result is that the target site to pull the black entire IP segment. It is recommended to work with these tips:

• Randomization request interval (0.5-3 seconds)
• Mixing Desktop and Mobile User-Agents
• Simultaneous use of 3-5 proxy channels for important tasks

Lastly, I would like to remind newbies: don't buy a junk proxy on the cheap, it's not a big deal to get your IP blocked.Training a biased model is a disaster.ipipgo's pay-per-use model is friendly to startup teams, use it first and pay later without stepping in the hole.