model maintenance

AI Model Maintenance: A Guide to Managing a Model Post-Production

Managing Models Beyond the Initial Deployment You’ve built your artificial intelligence model, trained it, tested it, tuned it, deployed it to production – you’re even receiving great feedback from customers! It’s time to move on to your next challenge, right? Not quite. The reality is it’s only the beginning: the lifecycle of a machine learning model continues long after deployment. …

New Off-the-Shelf (OTS) Datasets

New Off-the-Shelf (OTS) Datasets from Appen Accelerate AI Deployment

High-quality datasets include scripted speech, images with text, body movement and human audio SYDNEY & SAN FRANCISCO–February 25, 2021–Appen Limited (ASX:APX), the leading provider of high-quality training data for organizations that build effective AI systems at scale, today announced new off-the-shelf (OTS) datasets. These datasets are designed to make it easier and faster for businesses to acquire the high-quality training data needed …

AI-Powered Search Relevance Machine Learning

What is AI-Powered Search Relevance?

Search Relevance Optimization with Machine Learning Techniques When you type a query into your favorite online retailer’s search bar, what kind of results do you expect? Most customers today expect search engines to be highly accurate, relevant, and instantaneous in delivery. Search engines should offer a personalized experience and predict your needs – even if your wording or spelling is …

Person taking a photo of a garden with a cellphone

What Is Image Annotation and How Is It Used To Build AI Models?

How Companies Use Image Annotation to Produce High-Quality Training Data Image annotation is the foundation behind many Artificial Intelligence (AI) products you interact with and is one of the most essential processes in Computer Vision (CV). In image annotation, data labelers use tags, or metadata, to identify characteristics of the data you want your AI model to learn to recognize. …

QA for Autonomous Vehicle Manufacturers

Appen Delivers High-Quality Training Data and Quality Assurance Services for Autonomous Vehicle Manufacturers

Ability to combine 2D and 3D datasets enables Appen to support industry’s most complex machine learning training data requirements SYDNEY & SAN FRANCISCO–February 11, 2021–Appen Limited (ASX:APX), the leading provider of high-quality training data for organizations that build effective AI systems at scale, today announced enhanced capabilities to ensure autonomous vehicle manufacturers have access to high-quality training data and can get …

What is ML-Based Content Moderation

Leveraging AI and Machine Learning for Content Moderation

How Machine Learning Optimizes Content Moderation The internet has over 4.5 billion users and growing, generating billions of images, video, messages, posts, and other content types every day. This content must be regulated in some way, as most of these internet users want to visit their favorite social media platforms or online retailers and have a safe, positive experience. Content …

Launching AI in the Real World

Launching AI in the Real World

This four-part series on launching AI in the real world features industry-leading practitioners sharing personal experiences and insights into their own AI journeys, shedding light so others can accelerate progress toward their AI-initiatives. To succeed, companies will have to be prepared to overcome several common challenges around data, ethics, people, and lifecycles. Launching AI in the Real World – A …

MediaInterface Expands to France With Off-the-Shelf Datasets

MediaInterface Expands to France With Off-the-Shelf Datasets

 We were expanding to a new market. Although we had a fully localized software, we were lacking resources, so our clients could not optimally use it. Appen helped us out with French lexicon data. – Ines Wendler, Product Manager, MediaInterface The Company For over 20 years, MediaInterface has delivered language technology solutions to primarily healthcare-related institutions in Germany and other …