Some clips are easy: the most egregious “rage hacking” is simple to spot, but the Replay Investigation Tool was helpful to identify hackers who used tools to give them a slight advantage that was harder to spot in-game, such as wall hacks.įor the launch of Modern Warfare III – and across all titles protected by RICOCHET: Anti-Cheat – the #TeamRICOCHET team is activating Machine Learning processes to increase the efficiency and strength of our anti-cheat efforts.įor the Replay Investigation Tool, a Machine Learning model is trained to identify suspicious behavior like wall hacks or raging (plus many others), and immediately prioritizes and alerts the team to review the issue for account action. On average, a #TeamRICOCHET teammate could review somewhere in the ballpark of 700 replay clips in any given day. This tool has been beneficial since it launched, but the team wanted to drive toward a new goal: Speed. Machine Learning x Replay Investigation ToolĮarlier this year we announced a replay investigation tool that captured gameplay data so it could be converted into video internally, allowing our teams to review player matches for problem behavior. One example of how we’re using Machine Learning to accelerate our anti-cheat capabilities is with the Replay tool. Machine Learning also helps enhance existing tools. Machine Learning works in concert with our team, providing information to make account decisions – but Machine Learning systems do not issue bans. In short, Machine Learning helps us anticipate behavior better and operate with more effectiveness, with our team validating for accuracy. Collecting and collating problem accounts for action.Issuing account challenges to validate abnormal behavior.Examining client and server data to find new cheat behaviors.Machine Learning advancements enhance our team’s ability by: Machine Learning advancements have been integrated into our tech to help with efficiency and speed in prevention, detection, and removal of cheaters. How Does #TeamRICOCHET Use Machine Learning? Machine Learning, in combination with client and server-side systems that continue to evolve and grow, helps advance both the speed and accuracy of our prevention techniques and detection systems. Microsoft Windows SharePoint Services 2.Combining everything #TeamRICOCHET has developed over the course of the last three years with new Machine Learning advancements, RICOCHET: Anti-Cheat™ is preparing for the launch of Call of Duty®: Modern Warfare® III with a stronger and faster process to combat cheating. Microsoft SQL Server 2005 (9.0) Workgroup Microsoft SQL Server 2005 (9.0) Developer Microsoft Windows Essential Business Server 2008 Microsoft Windows Small Business Server 2008 Microsoft Windows Server 2008 Standard Edition Microsoft Windows Server 2008 R2 Standard Edition Microsoft Windows Server 2008 R2 Enterprise Edition Microsoft Windows Server 2008 R2 Datacenter Edition Microsoft Windows Server 2008 Enterprise Edition Microsoft Windows Server 2008 Datacenter Edition Microsoft Windows XP Media Center Edition Web Page (.html) or XML Data (.xml) file, Print or Copy to Clipboard. You can save product keys as Tab Delimited Txt FileĮxcel Workbook (.xls), CSV Comma Delimited (.csv), Access Database (.mdb), In your business, find and recover a lost or forgotten product keys, saveĪn up-to-date backup of all your software license keys in a centralĮxcellent tool for network administrators, or businesses undergoing a With this software you will be able to track the number of software licenses Product Key Explorer retrieves serial keys from network computers andĪllows to protect your company from having pirated software on your network. In order to install or reinstall Microsoft Office, Windows, or otherĬommercial software, you must have access to a product serial key (CD Key) for that Product Key Explorer displays product key for Windows, MS Office, ADOBE CS, CS3, CS4, CS5, SQL Server and more than 3000 popular software products installed on your local or remote network computers. Product Key Explorer - Find over 4800 popular Product Key Finder - Software Inventory Management Solution