Well-Defined Problems and Measuring Problem-Solving Performance in AI

Posted byreaderavskh Posted onJune 3, 2025 Comments: 0

Artificial Intelligence (AI) is primarily concerned with designing systems that can solve problems automatically. To do this effectively, we must define what the problem is and how well the problem-solving approach performs. In this post, we will discuss what constitutes a well-defined problem in AI and explore the key metrics used for measuring the performance of problem-solving algorithms. What is a Well-Defined Problem? In AI, a problem must be clearly…

State Space Representation in Artificial Intelligence

Posted byreaderavskh Posted onJune 2, 2025 Comments: 0

In the previous post, we explored how intelligent agents solve problems by searching through a series of actions to reach a desired goal. We learned how a problem-solving agent works by formulating a goal, creating a problem definition, searching for a solution, and executing the necessary steps. Building on that, this post will dive deeper into one of the foundational models used in AI problem solving — State Space Representation.…

Problem Solving in Artificial Intelligence

Posted byreaderavskh Posted onJune 2, 2025 Comments: 0

In our previous post, we explored various types of environments in which intelligent agents operate. Now, we turn our attention to one of the core pillars of AI: Problem Solving by Searching. Understanding how AI agents systematically find solutions to complex challenges is key to grasping the intelligence behind many real‐world applications—whether it’s a robot navigating a maze, a chess engine calculating moves, or Google Maps finding the optimal route.…

Understanding Types of Environments in Artificial Intelligence

Posted byreaderavskh Posted onMay 22, 2025 Comments: 0

In our previous post, we explored Types of Agents in Artificial Intelligence and how they interact with their surroundings. To function effectively, these agents rely on the nature of the environment they operate in. The type of environment significantly impacts the design, complexity, and intelligence level of the agent. In this post, we’ll explore six key environment classifications: Let’s dive in! 1. Fully Observable vs. Partially Observable Environments ✅ Fully…

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Posted by Posted onMay 22, 2025 Comments: 0

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