The potential for machine learning is significant. This could lead to artificial intelligence creation sooner than expected. However, the exponential increase in computers and electrical systems grows beyond the capacity to police these matters. The internet, networking and e-commerce all change quickly. Robotics and artificial intelligence leap beyond simple steps. This creates the need for legal oversight. Without legal assistance in these matters, crimes and violations of the law may transpire.What is Artificial Intelligence?Computers and robotics combine to create machines that are able to think and act without programmed responses. This is artificial intelligence when progressing through science and technology. However, the heart of AI is the programmed software that is left to think for itself. By interacting with other programs and hardware, the AI may produce results not expected. Sometimes, these interactions are responses to questions. Other times, the AI will produce an answer to a query no one could assume. It is when artificial intelligence goes beyond and starts cutting out humans that the process becomes frightening. Apocalyptic fears arise, and the human scientists may shut down the program.Machine Learning ExplainedMachines learn through programmed responses and memory input. The actions the computer takes depend on stimuli. The programmers expect certain results based on these variables. However, because a computer does not need the same time to process, exponential growth is possible. Through the capability of calculating responses for questions or scenarios, the computer may answer something much faster than a human. Building on these patterns and stimuli, the learning is often significant. Over time, the machine may change and solve a problem before all the variables are input. The level of learning could lead to the machine outstripping human development.Why is Legal Oversight Necessary?When computers entered the age of the internet and large networks, crimes proliferated with cyberterrorism and attacks. The ability to steal another’s credentials and personally identifiable data leads to identity theft. Large quantities of information are stolen from companies that are held ransom. Computer hackers change details on websites and in an agency or corporate networks. When artificial intelligence becomes a reality, legal oversight is necessary to keep the machines in line. Policing these situations may prevent additional crimes occurring. By understanding what AI may do, prevention of violations is possible.Oversight is essential. A person with an AI that has a fundamental understanding of hacking could steal data from a corporation. Secrets and confidential information may provide opportunities for ransom and sales to the highest bidder. The AI may sneak into a website and reveal credit card numbers. It may also copy the credentials of users to create new bank accounts. Government files may leak to the public using AI. Serious crimes are possible through advanced computer software. This leads to legal oversight preventing many violations and offenses. However, the professionals that oversee matters must understand how AI works. Computer and electronic experts are necessary to produce results.Policing Artificial IntelligenceThe process of creating AI is complex. Producing a learning computer is difficult, and policing these events could prove impossible. Without experts in these fields, legal oversight is not possible. Those that are creating the AI may need to branch out and have some advise the legal experts. Some lawyers and officials may need to educate themselves on these matters. Before they are able to stop legal violations, they must become aware of how laws are broken. Coordinating efforts with the scientists is crucial to prevention and deterrence of crime. Organizations may cooperate with legal systems to produce an effective team to fight against criminal violations.Producing Effective and Legal AIIt is critical for scientists to work with legal agencies and experts. Many scientific professionals work towards a goal without thinking of the consequences. The project is to accomplish something, and understanding that sometimes they should is not a factor. With oversight and others to help, these scientists may produce something effective but still legal. Branches of different subjects that build towards the AI may work together with legal systems. This could lead to an accomplished product that does not violate legal systems unless humans interfere. Then, it is possible to catch the perpetrator before he or she causes harm to others.Training and research into these matters are crucial for lawyers and other officials. By understanding the bigger picture and various details, the legal oversight may become effective. However, coordinated efforts are essential. Then, producing the AI and fighting possible legal matters may both occur simultaneously.