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Initially, Turn 10 designed models for cars and tracks using commercial off-the-shelf software such as 3D Studio Max. Turn 10 inserted a layer of control between player and AI inputs that allows for the developers to modify Drivatar behavior so as to prevent unexpected results. There have been concerns that players could abuse the system to rubber-band the Drivatars' AI back to them, but Turn 10 has stated that the only thing that is rubber-banded are their cars, whose performance is slightly modified based on how far they are ahead of or behind the player. Each upload is timestamped, and older uploads are treated with less confidence.

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The data is then uploaded to the cloud to update the Drivatar behavior, and the new Drivatars are then downloaded to other Xbox consoles.

In this paradigm, the Drivatars track the player's car position and speed and the consistency of the behavior and guess their turn angle and speed for a given segment, enabling the Drivatars to infer solutions for courses the player had not yet raced on and input for cars the player had not yet raced with. Since Forza Motorsport 5, the Drivatars have used a reinforcement learning paradigm, and have recorded racing data of all players connected to the cloud as part of the Xbox Network. Initially, the only way to share the learned Drivatars was to copy them onto Xbox Memory Units for use by other Xbox consoles. Such a problem may be reaching a certain turn, at which point the appropriate angle at which to turn and the amount of pressure on the accelerator must be determined. In early Forza titles, the Drivatars ran on a Bayesian neural network, which calculates possible solutions to a problem and their probabilities based on player data collected from previous races before selecting the one with the highest confidence value.

Drivatars were developed and designed by Microsoft Research Cambridge to learn and adapt to the player's driving.

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Д®very Forza title includes an artificial neural network used by its AI racers, called Drivatars, a portmanteau of driver and avatar.

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Also integral to the series' development is the considerable amount of research put into the race cars' handling, sometimes involving professional race teams as of Formula One and NASCAR. From the start, Turn 10's approach to the series has been to broaden its appeal to the general audience and not limit it to racing enthusiasts, passionately highlighting car culture along the way. The first Forza Motorsport was designed to showcase the technological capabilities of Microsoft's first console, the original Xbox, including its Xbox Live online multiplayer network. At the time of the studio's establishment, most staff had experience in publishing games, such as Project Gotham Racing and Golf 4.0, but had not been involved in game development. Turn 10 Studios was established in 2001 by Microsoft, under its Microsoft Game Studios division, to develop a series of racing games, which later became known as Forza, as the Xbox rival to Gran Turismo for PlayStation. Logo of Turn 10 Studios, the creator and, along with Playground Games, the primary developer of the Forza series It is also one of the highest-grossing video game franchises overall, and has garnered critical acclaim. The franchise is primarily divided into two ongoing titles the original Forza Motorsport series developed by American developer Turn 10 Studios, which focuses on primarily professional-style track racing events and series around a variety of both real and fictional tracks, and the Forza Horizon series developed by British developer Playground Games, which revolves around a fictional racing and music festival called the 'Horizon Festival' and features open world environments set in fictional representations of real world areas in which players may freely roam and participate in racing events.ДЇorza is a highly recognized racing franchise, becoming the sixth best-selling racing franchise with about 16 million copies sold as of April 2021. The series seeks to emulate the performance and handling characteristics of many real-life production, modified and racing cars.

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Forza ( / Л€ f Й”Лђr t s Й™/ FORT-sЙ™, Italian: Italian for 'strength') is a series of simulation racing games for Xbox consoles, Microsoft Windows, iOS and Android devices published by Xbox Game Studios.