What is Human-in-the-Loop Machine Learning

Matthew McMullen

What is Human-in-the-Loop Machine Learning

In today’s era, mechanization taking place everywhere with a new age of development in more automated systems, applications, and robots, etc. Machine learning and AI are the leading cutting-edge technologies giving automation a new dimension with more tasks performed by machines itself.

Though, nowadays many tasks can be independently performed by AI-enabled devices, systems or machines without the help of humans. But developing such machines is not possible without the help of humans. So, Human-in-the-Loop or HITL is a model or concept requires human interaction.

What is Human-in-the-Loop ?

Human-in-the-loop (HITL), basically you can say, is the process of leveraging the power of the machine and human intelligence to create machine learning-based AI models. HITL describes the process when the machine or computer system is unable to solve a problem, needs human intervention like involving in both the training and testing stages of building an algorithm, for creating a continuous feedback loop allowing the algorithm to give every time better results.

Humans annotate or label data then give to the machine learning algorithm to learn from such and take decisions from such predictions. And then humans also involve in tuning the model to improve its accuracy. And finally, these people test and validate the model by scoring its outputs, when machine learning algorithms not able to make the right decisions or gives incorrect decisions. For more information you can also vist - HITL

Matthew McMullen

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Moreover, this market report also covers regional and country markets in detail.The research report also covers the comprehensive profiles of the key players in the market and an in-depth view of the competitive landscape worldwide.

The major players in the hardware in the loop market include dSPACE GmbH, Embraer S.A., Speedgoat GmbH, Typhoon Hil, Inc., IPG Automotive GmbH, Honda Aircraft Company, Siemens Plm Software, Inc., National Instruments Corp., Opal-RT Technologies, Inc., Aegis Technologies Group, Inc.

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On the other hand, installation of HIL requires a significant amount of capital investment, and companies are reluctant to invest in HIL due to economic slowdown.

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