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AI · Theory

Types of Environments

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Theory

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Types of Environments

Environment types: fully/partially observable, deterministic/stochastic, episodic/sequential, static/dynamic, discrete/continuous, single/multi-agent. Crossword the labels for chess vs self-driving vs image classification (episodic).

This table shows up every semester. Draw it once and reuse.

Types of Environments — output — two contrast lines. Tick all six axes in the viva.

Exam tip

Tick all six for chess.

Example

# Environment types
print("chess : fully observable, deterministic, discrete, multi-agent")
print("taxi  : partial, stochastic, continuous, multi-agent")

Types of Environments — output: two contrast lines. Tick all six axes in the viva.

Short notes

  • DefSix axes. Chess vs taxi vs photo class.

Questions

1

What types of Environments should you not mix up?

2

Which type ships in products today?

3

What mistake do freshers make when naming types?

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