What is Human-centered AI?

What is Human-centered AI?

The Future of AI Needs a Human Touch The rapid evolution of AI technology has generated much excitement around its potential to enhance our daily lives. As a result, AI experts are having frequent conversations around the best ways to leverage AI in our society and out of this dialogue has emerged the human-centered AI approach. Human-centered AI isn’t about …

Data-Centric Computer Vision eBook

Data-Centric Computer Vision

Approaches, Applications, and Best Practices using the Appen Data Annotation Platform Human vision systems have the advantage of learning from a lifetime of experiences how to contextualize the things we see. Machine learning models, on the other hand, usually need a substantial number of real-world scenarios to learn from to be able to product reliable computer vision (CV) outputs. These …

What are Data Collection Solutions?

What are Data Collection Solutions?

How to Collect Data Efficiently and Responsibly for Your AI Initiatives Data collection continues to be a major bottleneck for teams building artificial intelligence (AI). The reasons vary: there may be a lack of sufficient data for a use case, new machine learning (ML) techniques like deep learning require more data, or teams don’t have the right processes in place …

The Basics of Small Data: Actionable Data Provide a New Path Forward in AI

You may have heard the buzzword “big data” in the context of AI, but what about small data? Whether you’re aware of it or not, small data is all around you: it powers online shopping experiences, airline recommendations, weather reports, and more. Small data is data that’s in an accessible and actionable format and easily comprehensible by humans. Data scientists …

Verbatim vs. Intelligent Verbatim

Verbatim vs. Intelligent Verbatim: Which Transcript Style to Choose, and When

Transcripts can be created in a range of styles and formats, depending on the scenario. Verbatim and intelligent verbatim are the two most common, but in order to choose the right one, it’s important to understand the differences between them. When it comes to creating a written record of the spoken word, the finished transcript can vary greatly depending on …

Data Science and Machine Learning Automation

Data Science and Machine Learning Automation: What to Know About the State of Automation in AI

In the last decade, there have been many developments in the automation of artificial intelligence (AI) building. Frequently in dialogue about the future of AI, you may hear reference to data science automation and machine learning automation used interchangeably. In reality, these terms have distinct definitions: the current automated machine learning (known as AutoML) goals refer specifically to the automation …