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Data Collection

Data collection involves gathering and preparing information from various sources for analysis. We provide reviews and comparisons of data collection tools, explore common challenges, and cover approaches like AI data collection and data crowdsourcing.

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Innodata Review & Top 3 Alternatives

Data CollectionSep 3

Technologies such as natural language processing (NLP), computer vision (CV), or generative AI are all fueled by data. Businesses are increasingly relying on AI data collection services to obtain this data. Innodata Inc. is an AI data service provider that claims to help companies fulfill their AI data needs.

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Data CollectionSep 3

Top 10 Data Crowdsourcing Platforms

With the spread of AI tools like generative AI and chatbots, the demand for AI data services has also increased. One such service is data crowdsourcing platforms, which leverage large groups to gather data, enhancing collection efforts with fast, detailed insights.

Data CollectionSep 3

10+ Image Data Collection Services

As artificial intelligence (AI) and machine learning-powered solutions grow, the demand for comprehensive image datasets has never increased. The foundation of a successful AI model, especially in computer vision (CV) projects, is reliant upon high-quality data. Image data collection services play an instrumental role in gathering this crucial data.

Data CollectionSep 3

Top 3 Prolific Alternatives

Prolific is a popular AI data collection service that offers a crowdsourcing platform for AI data seekers. Our research identified some drawbacks of working with Prolific from the perspectives of its customers and workers.

Data CollectionAug 29

Image Data Collection with Best Practices

Computer vision (CV) is revolutionizing industries, from autonomous vehicles to healthcare, but success depends critically on the collection of high-quality image data. Organizations that implement strategic data collection services can achieve higher accuracy in specialized applications, while poor data strategies lead to biased models and compliance violations.

Data CollectionAug 29

Ethical & Legal AI Data Collection

Disruptive technologies, such as AI, ML, the Internet of Things (IoT), and computer vision, require various types of data to operate. This data often includes biometric data, such as facial images and voice recordings. Collecting and managing such data requires multiple ethical and legal considerations, which, if disregarded, can lead to expensive lawsuits and significant reputational damage.

Data CollectionAug 22

5 Reasons for Data Warehouse Automation

The drive for data-driven business decisions, the exponential increase in business data, diversifying data sources and inflexible legacy data warehousing approaches left enterprises relying on a myriad of data marts, enterprise data warehouses and multiple data management tools. This led to complex data warehouse processes.

Data CollectionJul 25

Automated Data Collection Tools & Use Cases

Automated data collection involves using automated systems to gather, process, and analyze information efficiently. Since automated data is produced from multiple sources and comes in various formats, understanding the different types of data and their origins is crucial for effectively implementing data automation.

Data CollectionJul 24

AI Data Collection: Risks, Challenges & Tools

AI builders need fresh, high quality data:  However, data collection comes with its risks. For example, enterprises need to avoid unethical data collection practices and ensure that data is collected ethically to minimize reputational risk.

Data CollectionJul 22

Top 6 AI Data Collection Challenges & Solutions

AI adoption was slightly lower last year (Figure 1); one reason could be the various challenges in implementing AI. Training data collection has been identified as one of the main barriers to AI adoption. To avoid data-related challenges, businesses are opting to work with AI data collection services.

Data CollectionJul 13

Top 3 Appen Alternatives 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.