Since 2017, $188bn in venture capital has been invested in North American companies that apply artificial intelligence (AI) and machine learning (ML), said a study.

According to Preqin, last year alone saw $81bn in AI/ML investment, making up one-fifth of all VC deals made into US companies amid a record year for the industry.

"This growth has been fueled by