If you live outside Japan or work outside of the machine learning community, you may not have heard of Preferred Networks (PFN).

WASHINGTON, D.C. – From smart phones to smart speakers, artificial intelligence has a growing presence in our everyday lives.

Machine Learning and AI were hot in 2019, but what's next for AI in 2020? The software side of working with AI improved a lot this year.

This study was conducted by IDC France with 206 private sector companies with at least 1,000 employees.

Instrument classification is one of the fields in Music Information Retrieval (MIR) that has attracted a lot of research interest. However, the majority of that is dealing with monophonic music, while efforts on polyphonic material mainly focus on predominant instrument recognition or multi-instrument recognition for entire tracks. We present an approach for instrument classification in polyphonic music using monophonic training data that involves mixing-augmentation methods. Specifically, we experiment with pitch and tempo-based synchronization, as well as mixes of tracks with similar music genres. Further, a custom CNN model is proposed, that uses the augmented training data efficiently and a plethora of suitable evaluation metrics are discussed as well. The tempo-sync and genre techniques stand out, achieving an 81% label ranking average precision accuracy, detecting up to 9 instruments in over 2300 testing tracks.

Abstract: We present an online multilingual system for event detection and comprehension from media feeds. The system retrieves information from news sites, aggregates them into events (event detection), and summarizes them by extracting semantic labels of its most relevant entities (event representation) in order to answer the journalism Ws: who, what, when and where. The generated events populate VLX-Stories -an event ontology- transforming unstructured text data to a structured knowledge base representation. Our system exploits an external entity Knowledge Graph (VKG) to help populate VLX-Stories. At the same time, this external knowledge graph can also be extended with a Dynamic Entity Linking (DEL) module, which detects emerging entities (EE) on unstructured data.

We are living in an exciting time, where software and machine learning are rapidly changing the way we approach work. For some industries, artificial intelligence will destroy job opportunities, but for other industries, it will revolutionize productivity. How will photography and the retouching world fare as editing software begins using this exciting technology? Here at Fstoppers, we are constantly testing and exploring the latest and greatest photo-editing software for photographers. Last week, Skylum released a new software suite called Luminar 4, which helps photographers automate their post-production workflow.

Fox News Flash top headlines for Nov. 26 are here. Check out what's clicking on Foxnews.com Boston Celtics star Gordon Hayward credited video games for helping him make progress rehabbing the broken hand he suffered earlier this month. Hayward, who is known for his gaming prowess off the court, said Sunday that playing video games helped "keep his fingers moving," according to The Athletic. The 29-year-old's love for video games was chronicled earlier this year in The Washington Post.