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AGENT: A Benchmark for Core Psychological Reasoning

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This Research paper was published at the ICML (International Conference of Machine Learning) on 23rd July, 2021 by MIT, IMB Watson and Harvard. It is about a machine understanding the human mental life in order to interact with in the real-world. If you want to check the original Research paper link is given here  https://arxiv.org/pdf/2102.12321.pdf . And If want the videos of  an agent applying common sense and the AGENT dataset check the link here   https://www.tshu.io/AGENT/ If you want a brief idea about what this research paper is about read the following.  Let me give you an abstract of what is it about.  Inspired by the cognitive development studies on intuitive psychology, a large dataset which generates 3D animations named AGENT (Action, Goal, Efficiency, coNstraint, uTility) is structured around four scenarios 1. Goal Preferences 2. Action Efficiency 3. Unobserved Constraints 4. cost-reward trade off. The result of this suggests that to pass a de...

Data Pre-processing

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(These tutorials will be given on the basis that you know basics of python.) The first step of any algorithm that you start is always going to be data pre-processing. So, lets understand it via dataset. Link below is the dataset that is used.  https://drive.google.com/file/d/1cKxzNrnIMq4RxdMcBz3nlr7YtYaPhn5_/view?usp=sharing Country Age Salary Purchased France 44 72000 No Spain 27 48000 Yes Germany 30 54000 No Spain 38 61000 No Germany 40 Yes France 35 58000 Yes Spain 52000 No France 48 79000 Yes Germany 50 83000 No France 37 67000 Yes   This i...