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Essays

The Most Important Skill in the Future

Asking questions is the most important skill in the future. Finding the possible answers of the question is the next most important skill.

Categories
Algorithms Data Science OMSCS

Game Theory Concepts for Reinforcement Learning

There are many flavors of games in Game Theory which are interesting from Machine Learning perspectives, especially from multi-agent Reinforcement Learning applications. Here is the summary of multiple game types are if MinMax algorithm works and what type of strategy one needs to employ.

Categories
Data Science

Information Theory Concepts for Machine Learning

Entropy is the fundamental unit of information in Information Theory and is extensively useful in Machine Learning. Let us introduce the concepts: Entropy, Joint Entropy, Mutual Information.