Machine Learning

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This client is one of the leading technology companies that conceptualizes and develops next-generation solutions for autonomous vehicles. Their objective was to improve and enhance the functionalities of self-driving cars. This was made possible by integrating Machine Learning technology into autonomous cars enabling them to better sense the environment around them improving safety and reliability, requiring very little or no human intervention.

Engagement

The client wanted to improve the world's access to mobility while saving thousands of lives that are lost to traffic crashes. GlobalLogic partnered with the client to support their vision of building the world’s most experienced driver -- to make it safe and easy for people and things to get to their destinations. As part of the engagement, GlobalLogic applied Artificial Intelligence and Machine Learning (AI/ML) to create several datasets and neural networks to make autonomous cars navigate more safely. We trained classifiers for object detection and understood complex driving environments, learned to navigate through busy city streets with pedestrians, road work, traffic lights.

 Machine learning inner 1 min

Process

We leveraged human labellers and automation processes in training the car on navigating through all sorts of situations and environments.
  • Video Bounding box: This input enables sensors and software of the car to scan the objects around the vehicle (such as pedestrians, vehicles, cyclists etc)
  • Video temporal: This input enables the car to efficiently read the traffic controls, stop signs, crosswalks and other road features to avoid any mishaps
  • Image: This enables the software of the car to predict the behavior of all things around it based on the speed and trajectory, and also helps in choosing other possible paths to avoid risk.

Outcomes

GlobalLogic supported the customer in launching many datasets along with developing several tools and interface feature requests which helped the customer in improving their product efficiency and delivering the desired results in less time. Our engagement strategy and successful business delivery fostered enhanced business growth & accelerated go-to-market for the customer.

 Machine learning inner 2 min