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Sentiment Analysis Machine Learning: Approaches & 5 Examples
It is not surprising that the use of AI in the workplace has increased by 270% from 2015 to 2019, considering the data available and its exponential growth.
Top Shared Proxy Solutions of 2025: Tested & Ranked
AIMultiple team evaluated 24 shared proxy services, including all proxy types (e.g., datacenter and mobile) from 7 different proxy providers, focusing on those utilizing rotating proxies from an IP pool. A total of 5,000 URLs from 25 unique domains were tested.
Audio Data Collection for AI: Challenges & Best Practices
As the demand for voice recognition and virtual assistants grows , so does the need for audio data collection services. You can also work with an audio or speech data collection service to acquire relevant training data for your speech processing projects.
Traditional vs. Online Survey Research in 2025
Conducting survey research helps businesses collect data from customers, employees, or the public. Collecting data with traditional methods, such as paper-pencil or telephone, is costly, time-consuming, and cannot keep up with the digitally transforming world. Thanks to online survey research tools, businesses can quickly reach a broad audience’s opinion and make necessary adjustments.
How to Scrape Travel Data & Best Tools in 2025
There are several approaches to obtaining travel data: using pre-existing datasets, gathering your own data, or sourcing data externally. Whichever method you choose, effective travel data scraping requires a reliable tool to address potential data collection challenges.
Top 3 Appen Alternatives in 2025 for Workers & Customers
Appen, an AI data service provider, faces challenges that may explain its declining popularity. We compared the top alternatives to Appen in the AI training data space. The alternatives to Appen depend on your goals. Explore alternatives for Appen’s: Appen alternatives for workers * Data is from Trustpilot, as it primarily consists of worker reviews.
The Ultimate Guide to Review Scraping in 2025
A variety of factors influence consumers’ purchasing decisions. Ratings and customer reviews are the primary factors that influence customer purchasing decisions. Before making a purchase, 95% of customers read product reviews. Businesses, on the other hand, struggle to collect a large number of customer reviews from various websites.
The Best 6 Dedicated Proxy Services of 2025
Dedicated proxies are faster and more reliable than shared proxies. Most proxy providers don’t offer dedicated residential proxies since acquiring truly exclusive residential IP is expensive and legally cumbersome. Based on our experience, we ranked the best dedicated proxy solutions: The best dedicated proxy providers for 2025 *The starting price is for dedicated datacenter proxies.
Scraping Google Trends for Real-Time Insights in 2025
Google Trends is an excellent tool for businesses and content creators who want to stay ahead of customer behavior, spot emerging trends, and make data-driven decisions. This guide explains what Google Trends data is, the legality of scraping Google Trends, and use cases for leveraging Google Trends data.
Top 3 Amazon Mechanical Turk Alternatives in 2025
This analysis explores some downsides to using Amazon Mechanical Turk, or MTurk, a popular AI data collection and market survey platform. It also compares the top Amazon Mechanical Turk alternatives on the market. Readers interested in MTurk alternatives usually fall under 3 categories; select yours to see relevant alternatives for your business.