This book surveys the state of the art in explainable and interpretable reinforcement learning (RL) as relevant for robotics. While RL in general has grown in popularity and been applied to increasingly complex problems, several challenges ha...Loe edasi...
Aaron M. Roth, Dinesh Manocha, Ram D. Sriram, Elham Tabassi
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 20-Mar-2024, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031475177)
This book surveys the state of the art in explainable and interpretable reinforcement learning (RL) as relevant for robotics. While RL in general has grown in popularity and been applied to increasingly complex problems, several challenges ha...Loe edasi...
This book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whate...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 21-Feb-2023, Hardback, Kirjastus: Springer International Publishing AG, ISBN-13: 9783031210020)
This book discusses the two fundamental elements that underline the science and design of artificial intelligence (AI) systems: the learning and acquisition of knowledge from observational data, and the reasoning of that knowledge together with whate...Loe edasi...
Reinforcement learning is a powerful tool in artificial intelligence in which virtual or physical agents learn to optimize their decision making to achieve long-term goals. In some cases, this machine learning approach can save programmers...Loe edasi...
Reinforcement learning is a powerful tool in artificial intelligence in which virtual or physical agents learn to optimize their decision making to achieve long-term goals. In some cases, this machine learning approach can save programmers time, outp...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 30-Apr-2022, Hardback, Kirjastus: Morgan & Claypool Publishers, ISBN-13: 9781636393100)
Machine learning and artificial intelligence (AI) are powerful tools that create predictive models, extract information, and help make complex decisions. They do this by examining an enormous quantity of labeled training data to find patter...Loe edasi...
Machine learning and artificial intelligence (AI) are powerful tools that create predictive models, extract information, and help make complex decisions. They do this by examining an enormous quantity of labeled training data to find patterns too com...Loe edasi...
Machine learning and artificial intelligence (AI) are powerful tools that create predictive models, extract information, and help make complex decisions. They do this by examining an enormous quantity of labeled training data to find patter...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 30-Jan-2022, Hardback, Kirjastus: Morgan & Claypool Publishers, ISBN-13: 9781636392912)
From its inception, artificial intelligence (AI) has had a rather ambivalent relationship with humans—swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever-increasing pace, there is...Loe edasi...
From its inception, artificial intelligence (AI) has had a rather ambivalent relationship with humans—swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever-increasing pace, there is...Loe edasi...
From its inception, artificial intelligence (AI) has had a rather ambivalent relationship with humans—swinging between their augmentation and replacement. Now, as AI technologies enter our everyday lives at an ever-increasing pace, there is a greater...Loe edasi...
Learning to solve sequential decision-making tasks is difficult. Humans take years exploring the environment essentially in a random way until they are able to reason, solve difficult tasks, and collaborate with other humans t...Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 27-May-2021, Hardback, Kirjastus: Morgan & Claypool Publishers, ISBN-13: 9781636391366)
Learning to solve sequential decision-making tasks is difficult. Humans take years exploring the environment essentially in a random way until they are able to reason, solve difficult tasks, and collaborate with other humans t...Loe edasi...
Learning to solve sequential decision-making tasks is difficult. Humans take years exploring the environment essentially in a random way until they are able to reason, solve difficult tasks, and collaborate with other humans towards a commo...Loe edasi...
Cheng Yang, Zhiyuan Liu, Cunchao Tu, Chuan Shi, Maosong Sun
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 25-Mar-2021, Hardback, Kirjastus: Morgan & Claypool Publishers, ISBN-13: 9781636390468)
This is a comprehensive introduction to the basic concepts, models, and applications of network representation learning (NRL) and the background and rise of network embeddings (NE). It introduces the development of NE techniques by p...Loe edasi...
Many machine learning algorithms require real-valued feature vectors of data instances as inputs. By projecting data into vector spaces, representation learning techniques have achieved promising performance in many areas such as computer v...Loe edasi...
heterogeneous graphs. Further, the book introduces different applications of NE such as recommendation and information diffusion prediction. Finally, the book concludes the methods and applications and looks forward to the future directions....Loe edasi...
Sari: Synthesis Lectures on Artificial Intelligence and Machine Learning
(Ilmumisaeg: 30-Jan-2021, Hardback, Kirjastus: Morgan & Claypool Publishers, ISBN-13: 9781636390437)
Plan recognition, activity recognition, and goal recognition all involve making inferences about other actors based on observations of their interactions with the environment and other agents. This synergistic area of research combines, uni...Loe edasi...
Plan recognition, activity recognition, and goal recognition all involve making inferences about other actors based on observations of their interactions with the environment and other agents. This synergistic area of research combines, uni...Loe edasi...
