AIMultiple ResearchAIMultiple Research

Data Collection

Ethical & Legal AI Data Collection in 2024: Examples & Policies

Ethical & Legal AI Data Collection in 2024: Examples & Policies

Ethics is a crucial aspect of life, and its absence may wreak havoc in the world. And similar to its application in our daily lives, ethical considerations should also apply in the tech world.  Disruptive technologies such as AI, ML, Internet of things (IoT), computer vision, etc., require all sorts of data to operate.

Feb 204 min read
6-Step AI Data Collection Process & Roadmap in 2024

6-Step AI Data Collection Process & Roadmap in 2024

Confused about how data is collected for your expensive AI/ML projects? Check this quick read.

Jan 36 min read
Quick Guide to Primary Data Collection in 2024

Quick Guide to Primary Data Collection in 2024

Familiarize yourself with primary data collection through this quick read

Feb 203 min read
Top 12 AI Data Collection Services & Companies in 2024

Top 12 AI Data Collection Services & Companies in 2024

Data fuels the development of tools that help make informed business decisions. However, not every business has the ability or capacity to gather data in large quantities for data-hungry projects such as developing AI models such as NLP and generative AI. This is because of the challenges of collecting relevant data.

Apr 3010 min read
Quick Guide to AI Data Collection Quality Assurance in 2024

Quick Guide to AI Data Collection Quality Assurance in 2024

We have previously explained the importance of data collection for any AI/ML system. Good data collection relies heavily on quality assurance. Considering the challenges attached to gathering data and the size of modern datasets, it is highly possible to overlook the quality aspect of collecting data for your AI/ML project.

Mar 284 min read
Marketing Data Collection in 2024: Use Cases & Best Practices

Marketing Data Collection in 2024: Use Cases & Best Practices

Data has a big role to play in modern marketing. In 2021, $52 billion worth of marketing data was used globally. However, practices of data collection and usage are changing.

Jan 124 min read
Top 5 Data Collection Trends for Data-Driven Businesses in 2024

Top 5 Data Collection Trends for Data-Driven Businesses in 2024

Data collection is becoming common practice for many businesses. Whether for implementing deep tech or conducting analytics, business leaders are continuously involved in gathering or using data to improve their operations. As people realize the power of harnessing data, the regulations and practices of gathering and using it change.

Feb 203 min read
20+ Datasets for ML (Machine learning) in 2024

20+ Datasets for ML (Machine learning) in 2024

Business leaders are ramping up their efforts towards implementing AI-powered solutions such as generative AI and conversational AI in their businesses to not fall behind the competition. However, AI and machine learning projects can fail due to various reasons, with poor datasets being one of them.

Jan 296 min read
Crowdsourced Data Collection Benefits & Best Practices in 2024

Crowdsourced Data Collection Benefits & Best Practices in 2024

Data collection is one of the most crucial stages of developing an AI/ML model. The execution of this stage determines the performance of the model when it is applied in the real world. Whether you work with a data collection service or gather it yourself, you must get this process right.

Jan 35 min read
Top 6 AI Data Collection Challenges & Solutions in 2024

Top 6 AI Data Collection Challenges & Solutions in 2024

AI adoption was at a slight decline last year (Figure 1); one of the reasons for that 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 data collection services.

Mar 258 min read