AI News, Predicting e-sports winners with Machine Learning
- On Sunday, June 3, 2018
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Predicting e-sports winners with Machine Learning
Teams are the core concept of modern multiplayer online video games, from role-playing games like World of Warcraft to battle arena games like Dota 2, LoL and Overwatch.
A team should be well balanced (so there is no specific bottleneck), collaborative (so there is strong synergy), and formed according to the players’ skill levels as well as the current map.
Similarly, heroes also have “meanings” or characteristics behind them, e.g., some heroes are strong in attacking and some are good at defending, and their roles become more complicated if they form a team.
Historically words used to be modeled by one-hot encoding, which suffers heavily from the curse of dimensionality since the vocabulary is so large that the feature space can easily have more than hundreds of thousands dimensions.
- On Monday, July 15, 2019
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