Students studying machine learning will have vast opportunities in front of them, as our society today moves closer to automating important processes that humans perform. Many behind the scenes operations of the apps we use every day are programmed using machine learning. Careers in machine learning are in increasing demand, as more industries require algorithms. Given below are some opportunities for students taking machine learning courses to pursue a machine learning degree.
1. Software Engineer
The job of a software engineer will require a strong aptitude for writing code, as the candidate will be tasked with creating code that supports the development of algorithms. As such, a software engineer must write a program that describes how a computer performs specific tasks, and it must be written using step-by-step instructions. Computer software engineers will need to use the principles of computer science and engineering in mathematics derived from their machine learning degree to design and develop software.
Machine learning courses can prepare students to write software programs for a variety of purposes, including operating systems, network distribution, and convert programs into executable files. These various systems must also undergo rigorous testing, and if bugs are found, a software engineer must examine the code to find and fix the problem.
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A career in machine learning, such as software engineering, requires that a candidate be able to listen to their clients and understand their needs deeply. Then they have to take that information and build a system according to the customer's standards, and they will generally be responsible for its maintenance as well. Being proficient in Java, C++, C is helpful, as the use of FORTRAN and COBOL is decreasing. The salary of a software engineer starts at $69,000, and the median annual salary is $104,000. Software engineers, at the top end, can earn as much as $153,000.
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2. Software Developer
In its most basic form, a software developer is responsible for creating flow charts that enable coders to do their work, and they are generally regarded as the creative minds behind computer programs. They may also sometimes develop the underlying infrastructure that enables computer networks to function, and they may be responsible for designing specific computer functions.
Software developers also help ensure that the upgrade works properly, and they will provide documentation for the system they are built in to assist with ongoing maintenance of the machine. Their work includes strategic planning, which involves building models and diagrams to determine what a complete system will need to work together with its various parts and components.
The job of a software developer involves testing machinery, and requires that the computer continue to function correctly while this happens. You will need to have a strong understanding of computer science, data structures and how the various components of computer architecture, such as distributed processing, memory, and caches work.
Because algorithms figure so prominently in the role of a software engineer, you will need to study statistics and probability. In addition, you will be responsible for estimating the underlying dataset of the network structure for the purpose of finding patterns, and you will need to predict the properties of unseen examples, such as anomalies. The starting salary for a software developer is $58,000, with a median salary of $81,829 and a high-end salary of $120,000.
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3. Designers in Human-Centered Machine Learning
The designers tasked with creating human-centered machine learning are captured in developing systems that can process information and recognize patterns. This reduces the need to manually design programs that can account for every conceivable scenario, and it allows the machine to 'learn'. When this learning is centered around the human being, it creates a personalized and 'smart' user experience. It is used today for video rental services like Netflix that present viewers with a movie choice representative of what they might like to watch.
The Machine Learning course will provide the foundation for understanding how computers can learn, preparing students for a career in Machine Learning. Your machine learning degree will provide cutting-edge instruction in a field that is only growing in importance. Human-centered machine learning is responsible for the algorithms behind Facebook, Twitter, and Instagram feeds, and is also used for YouTube video recommendations. Amazon uses this to decide which products to show you next, and many other online retailers are following suit.
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Designers of human-centered machine learning are also involved in creating software for banks, as an increasing number of banking transactions are conducted online and electronically. Complex computer systems are designed to sift through a large number of financial transfers to determine which could potentially be fraudulent. It's important to make these distinctions, because unnecessarily placing fraud blocks on accounts that haven't been compromised can cause inconvenience and customer impact, leading to the rejection of their purchases. This position pays $69,000 on the low end, an average of $97,00 per year.
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