Archives for simulation training

08 Aug

Exploring Panda Gym: A Multi-Goal Reinforcement Learning Environment

image-25039
image-25039

The gym is an open-source toolkit for developing and comparing reinforcement learning algorithms. What makes it easier to work with is that it makes it easier to structure your environment using only a few lines of code and compatible with any numerical computation library, such as TensorFlow or Theano.

The post Exploring Panda Gym: A Multi-Goal Reinforcement Learning Environment appeared first on Analytics India Magazine.

08 Aug

Exploring Panda Gym: A Multi-Goal Reinforcement Learning Environment

image-25040
image-25040

The gym is an open-source toolkit for developing and comparing reinforcement learning algorithms. What makes it easier to work with is that it makes it easier to structure your environment using only a few lines of code and compatible with any numerical computation library, such as TensorFlow or Theano.

The post Exploring Panda Gym: A Multi-Goal Reinforcement Learning Environment appeared first on Analytics India Magazine.

17 Mar

How Graph Networks Are Solving Complex Physics Problems

image-10879
image-10879

Building high-quality simulators for physical phenomena require exceptional engineering efforts combined with expensive computational resources. This reason alone barricades many kinds of research. Even if one manages to come up with a decent method, they are often inaccurate or fail to approximate the underlying physics.  As the researchers are looking out of alternative solutions, they…

The post How Graph Networks Are Solving Complex Physics Problems appeared first on Analytics India Magazine.

27 Dec

How Training AI Models In Simulated Environments Is Helping Researchers

The entire AI training process occurs during the simulation and without needing to go through the tedious process of data collection that is both difficult and expensive. While artificial intelligence is impacting the world in different ways, the capability of machine learning algorithms profoundly relies upon the data. Reinforcement learning specifically where the model learns…

The post How Training AI Models In Simulated Environments Is Helping Researchers appeared first on Analytics India Magazine.