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Building Web Scraping Architecture for AI Companies
Augustas Pelakauskas
Back to blog
Augustas Pelakauskas
According to Fei-Fei Li, godmother of AI, data is critical for learning. And good AI models require good data. The quality and quantity of training data directly impact the model's performance and accuracy. In AI training, quantity has a quality of its own, improving inference when provided with more volume.
The World Wide Web is by far the largest source of multimodal data for AI applications. This white paper introduces web scraping as a means of sourcing AI training data.
We hope the architecture provided in this paper will help enter the world of large-scale web data collection. Completing the actions of the data extraction architecture will grant software that efficiently collects structured data for AI training without IP timeouts.
The presented tools and methods are for collecting publicly available web data that is not protected by login credentials and falls under the terms of fair use.
Free PDF
In this whitepaper, you’ll find the following nuances of understanding and building a web scraping architecture:
The importance of data in AI training
Web data collection challenges
Web data extraction architecture
Oxylabs solutions for web data collection
Explore similar web data collection topics detailed in Oxylabs’ white papers.
About the author
Augustas Pelakauskas
Senior Copywriter
Augustas Pelakauskas is a Senior Copywriter at Oxylabs. Coming from an artistic background, he is deeply invested in various creative ventures - the most recent one being writing. After testing his abilities in the field of freelance journalism, he transitioned to tech content creation. When at ease, he enjoys sunny outdoors and active recreation. As it turns out, his bicycle is his fourth best friend.
All information on Oxylabs Blog is provided on an "as is" basis and for informational purposes only. We make no representation and disclaim all liability with respect to your use of any information contained on Oxylabs Blog or any third-party websites that may be linked therein. Before engaging in scraping activities of any kind you should consult your legal advisors and carefully read the particular website's terms of service or receive a scraping license.
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