Archives for reinforcement learning - Page 15
Reinforcement learning has been one of the most researched machine learning algorithms. As an algorithm that can be closely related to how human beings and animals learn to interact with the environment, reinforcement learning has always been given huge importance especially when it comes to branches of Artificial Intelligence such as robotics. Reinforcement Learning is…
The post The Intuition Behind Thompson Sampling Explained With Python Code appeared first on Analytics India Magazine.
Embracing the open-ended is considered by many futurists and experts, to be the last grand frontier for the artificial intelligence to invade. The concept of the open-ended can be explained in terms of natural evolution. Just like the way a species that has survived over millennia, makes course correction under new environments, machines too will…
The post Can Uber’s POET Address AI’s Open-Ended Endeavours? appeared first on Analytics India Magazine.
Is Reinforcement Learning a new trend in data science? Reinforcement learning (RL) is changing the state of each and every sector globally. It is a machine learning technique through which a machine/software can learn to function by itself in an environment. The algorithms push the agent to perform different actions in order to achieve rewards.…
The post Reinforcement Learning Goes Beyond Gaming & Robotics, Will Become A Game Changer In 2019 appeared first on Analytics India Magazine.
Reinforcement Learning is a machine learning technique where an AI agent is taught how to perform certain actions via reward functions. Till now these rewards were designed by human researchers to suit the task. But now AI scientists at DeepMind are questioning the basics of reward function design which lies at the very base of…
The post What If Machines Could Decide Their Own Rewards, Ask AI Researchers appeared first on Analytics India Magazine.
The current benchmarks used for reinforcement learning tasks are in many ways underperforming in absorbing real-world data. The testing of reinforcement learning algorithms in low complexity simulation environments ends up with algorithms that are very specific. The families of benchmark RL domains should contain some of the complexity of the natural world, while still supporting…
The post Do Reinforcement Learning Algorithms Need New Simulators To Solve Real-World Problems? appeared first on Analytics India Magazine.
The current benchmarks used for reinforcement learning tasks are in many ways underperforming in absorbing real-world data. The testing of reinforcement learning algorithms in low complexity simulation environments ends up with algorithms that are very specific. The families of benchmark RL domains should contain some of the complexity of the natural world, while still supporting…
The post Do Reinforcement Learning Algorithms Need New Simulators To Solve Real-World Problems? appeared first on Analytics India Magazine.
Reinforcement Learning is a reward-based learning algorithm in which an agent or a system interacts with its environment, looks for a reward and adapts to the change in state of the environment. The easiest and most common example to relate Reinforcement Learning to the real world is by understanding the learning process of a baby.…
The post Facebook’s Reinforcement Learning Platform ‘Horizon’ Is Shaping The Future Of Intelligent Interaction appeared first on Analytics India Magazine.
There are many games today that artificial intelligence has learned to master. In fact, they have even managed to beat humans in several cases. Games form the perfect testbeds for AI programmes because they provide a restricted and safe environment to develop and test it. Here is a list of the top games that have…
The post 5 Games That Have Helped AI Become More Intelligent appeared first on Analytics India Magazine.
One of the newest developments in deep learning is the curriculum learning, where algorithms are trained to learn on a meaningful order in increasing complexity rather than just examples being fed to them. A new study by researchers who worked with OpenAI has dug deep into curriculum learning. Their model, called as Teacher-Student Curriculum…
The post TSCL Is The Newest Addition To Deep Learning Algorithms appeared first on Analytics India Magazine.