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Prediction and Control with Function Approximation

Prediction and Control with Function Approximation

In this course, you will learn how to solve problems with large, high-dimensional, and potentially infinite state spaces. You will see that estimating value functions can be cast as a supervised learning problem---function approximation---allowing you to build agents that carefully balance generalization and discrimination in order to maximize reward. We will begin this journey by investigating how our policy evaluation or prediction methods like Monte Carlo and TD can be extended to the function approximation setting.

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  • 22 ساعات
  • الإنجليزية
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Functional Program Design in Scala

Functional Program Design in Scala

In this course you will learn how to apply the functional programming style in the design of larger Scala applications. You'll get to know important new functional programming concepts, from lazy evaluation to structuring your libraries using monads. We'll work on larger and more involved examples, from state space exploration to random testing to discrete circuit simulators. You’ll also learn some best practices on how to write good Scala code in the real world.

  • Course by
  • Self Paced
  • 35 ساعات
  • الإنجليزية
الاشتراك الشهري
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  • الباقة الإبتدائية @ AED 99 + VAT
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Functional Program Design in Scala (Scala 2 version)

Functional Program Design in Scala (Scala 2 version)

In this course you will learn how to apply the functional programming style in the design of larger Scala applications. You'll get to know important new functional programming concepts, from lazy evaluation to structuring your libraries using monads. We'll work on larger and more involved examples, from state space exploration to random testing to discrete circuit simulators. You’ll also learn some best practices on how to write good Scala code in the real world.

  • Course by
  • Self Paced
  • 34 ساعات
  • الإنجليزية
الاشتراك الشهري
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  • الباقة الإبتدائية @ AED 99 + VAT
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System Validation (2): Model process behaviour

System Validation (2): Model process behaviour

System Validation is the field that studies the fundamentals of system communication and information processing. It is the next logical step in computer science and improving software development in general. It allows automated analysis based on behavioural models of a system to see if a system works correctly. We want to guarantee that the systems does exactly what it is supposed to do. The techniques put forward in system validation allow to prove the absence of errors.

  • Course by
  • Self Paced
  • 5 ساعات
  • الإنجليزية
الاشتراك الشهري
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  • الباقة الإبتدائية @ AED 99 + VAT
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Automated Reasoning: Symbolic Model Checking

Automated Reasoning: Symbolic Model Checking

The Automated Reasoning: Symbolic Model Checking course presents how the properties of acting systems and programs can be verified automatically. The basic notion is a transition system: any system that can be described by states and steps. We present how in CTL (computation tree logic) properties like reach-ability can be described. Typically, a state space may be very large. One way to deal with this is symbolic model checking: a way in which sets of states are represented symbolically.

  • Course by
  • Self Paced
  • 13 ساعات
  • الإنجليزية
الاشتراك الشهري
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  • الباقة الإبتدائية @ AED 99 + VAT
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