How Long to Read Distributional Reinforcement Learning

How Long Does it Take to Read Distributional Reinforcement Learning?

It takes the average reader 6 hours and 32 minutes to read Distributional Reinforcement Learning by Marc G. Bellemare

Assuming a reading speed of 250 words per minute. Learn more

Description

The first comprehensive guide to distributional reinforcement learning, providing a new mathematical formalism for thinking about decisions from a probabilistic perspective. Distributional reinforcement learning is a new mathematical formalism for thinking about decisions. Going beyond the common approach to reinforcement learning and expected values, it focuses on the total reward or return obtained as a consequence of an agent's choices—specifically, how this return behaves from a probabilistic perspective. In this first comprehensive guide to distributional reinforcement learning, Marc G. Bellemare, Will Dabney, and Mark Rowland, who spearheaded development of the field, present its key concepts and review some of its many applications. They demonstrate its power to account for many complex, interesting phenomena that arise from interactions with one's environment. The authors present core ideas from classical reinforcement learning to contextualize distributional topics and include mathematical proofs pertaining to major results discussed in the text. They guide the reader through a series of algorithmic and mathematical developments that, in turn, characterize, compute, estimate, and make decisions on the basis of the random return. Practitioners in disciplines as diverse as finance (risk management), computational neuroscience, computational psychiatry, psychology, macroeconomics, and robotics are already using distributional reinforcement learning, paving the way for its expanding applications in mathematical finance, engineering, and the life sciences. More than a mathematical approach, distributional reinforcement learning represents a new perspective on how intelligent agents make predictions and decisions.

How long is Distributional Reinforcement Learning?

Distributional Reinforcement Learning by Marc G. Bellemare is 385 pages long, and a total of 98,175 words.

This makes it 130% the length of the average book. It also has 120% more words than the average book.

How Long Does it Take to Read Distributional Reinforcement Learning Aloud?

The average oral reading speed is 183 words per minute. This means it takes 8 hours and 56 minutes to read Distributional Reinforcement Learning aloud.

What Reading Level is Distributional Reinforcement Learning?

Distributional Reinforcement Learning is suitable for students ages 12 and up.

Note that there may be other factors that effect this rating besides length that are not factored in on this page. This may include things like complex language or sensitive topics not suitable for students of certain ages.

When deciding what to show young students always use your best judgement and consult a professional.

Where Can I Buy Distributional Reinforcement Learning?

Distributional Reinforcement Learning by Marc G. Bellemare is sold by several retailers and bookshops. However, Read Time works with Amazon to provide an easier way to purchase books.

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