From very limited usage in the business world before 2012, machine learning dependency has gone up exponentially since the boom. Today there are 9k machine learning startups and companies according to Crunchbase. Here are the top machine learning start-ups that aim to excel in 2022. Algorithmia – Algorithmia's expertise is in machine learning operations (MLOps) and helping customers deliver ML models to production with enterprise-grade security and governance. Algorithmia automates ML deployment, provides tooling flexibility, enables collaboration between operations and development, and leverages existing SDLC and CI/CD practices.

Our Innovation Analysts recently looked into emerging technologies and up-and-coming startups in the logistics industry. As there is a large number of startups working on a wide variety of solutions, we decided to share our insights with you. So, let's take a look at promising machine learning solutions for commercial vehicles. For our 5 picks of machine learning startups for commercial vehicles, we used a data-driven startup scouting approach to identify the most relevant solutions globally. The Global Startup Heat Map below highlights 5 interesting examples out of 450 relevant solutions.

Our Innovation Analysts recently looked into emerging technologies and up-and-coming startups in the logistics industry. As there is a large number of startups working on a wide variety of solutions, we decided to share our insights with you. So, let's take a look at promising machine learning solutions disrupting warehousing. For our 4 picks of machine learning startups, we used a data-driven startup scouting approach to identify the most relevant solutions globally. The Global Startup Heat Map below highlights 4 interesting examples out of 157 relevant solutions.