Artificial intelligence system for chrome offline game Department: Computer Science By: Divinefavour Project ID: 3190 Rating: (5.0) votes: 1Rate this project12345 Price:₦3000 Get the Complete MaterialAbstractIn this project, implemented both feature-extraction based algorithm and an end-to-end reinforcement learning method to learn to control Chrome offline dinosaur game directly from high-dimensional game screen input. Results show that compared with the pixel features based algorithms, deep reinforcement learning is more powerful and effective. It leverages the high-dimensional sensory input directly and avoids potential errors in feature extraction. The result reveal that the approaches significantly out-perform even the experienced human player in the game. I implemented the extraction of pixel-based features from the game screenshot and the MLP algorithm. I also focus on the implementation of Q-learning framework, and the comparison between hands coded online learning methods and deep reinforcement learning. Finally, propose a special training methods to tackle class imbalance problems caused by increase in game velocity. After training, our Deep-Q AI is able to outperform human experts....Preview Download Preview +Other Computer Science project topics and materials you might be interested in»Design and Implementation of digital library system»Design and Implementation of a Virtual E-Learning System ( Case study of Lagos State University)»Design and Implementation of online cash receipt generating system for a supermarket»Design and Implementation of computerized hospital database management system»Design and Implementation of Student Project Management and Allocation System»Design and Implementation of a Software Result Processing and Transcript Generation System»Design and Implementation of a Hotel Database Management System and Service ( A Case Study of Winter Suites and Hotels, Owerri)»Design and Implementation of Online Birth and Death Registration System»Design and Implementation of Online Clearance System»Design and Implementation of Loan Management System with SMS Notification»Design and Implementation of Computerized Staff Record Department»Design and Implementation of Cyber Cafe Security»Design and Implementation of N.Y.S.C Posting System ( A case study of N.Y.S.C Enugu)»Design and Implementation of a Computerized Fraud Detection in a Bank»Design and Simulation of a Secured Wireless Network