YoVDO

Machine Learning for Gamers - Dungeon Forecasts & Dragon Regressions

Offered By: NDC Conferences via YouTube

Tags

NDC Conferences Courses Machine Learning Courses Anomaly Detection Courses Forecasting Courses Classification Courses Clustering Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore machine learning applications in gaming through a 47-minute conference talk that delves into practical examples using role-playing game scenarios. Learn how to leverage ML techniques to make informed decisions about character creation, treasure allocation, and session planning. Discover six major problem types solvable with machine learning: regression, forecasting, impact analysis, classification, clustering, and anomaly detection. Gain insights into the required data and expected outcomes for each problem type. Understand the fundamentals of machine learning, including encoding, imputation, algorithm selection, and the train-test process. By the end of the talk, acquire a solid foundation in machine learning concepts and their potential applications beyond gaming.

Syllabus

Intro
Who is this Guy?
Who is this Company?
Target & Features
Encoding & Imputation
Algorithms
Train & Test
About Dragons
About Characters
Asking the Question
About Gaming Sessions
Training Data


Taught by

NDC Conferences

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Natural Language Processing
Columbia University via Coursera
Probabilistic Graphical Models 1: Representation
Stanford University via Coursera
Computer Vision: The Fundamentals
University of California, Berkeley via Coursera
Learning from Data (Introductory Machine Learning course)
California Institute of Technology via Independent