These are available online and on-campus at colleges and universities across the United States but also in various schools across the world. The many online degree programs combine modern What Is An AI Engineering Degree theory, industry standards, and experiential learning. The online Bachelor of Science in Artificial Intelligence is one of the first online Bachelor’s in Artificial Intelligence.
Is AI engineer a good career?
Yes, AI engineer is a good career and is considered as one of the most well-paid job in the world. Furthermore, many top-notch companies like Google and Microsoft are looking forward to hiring AI Engineers.
This track offers interesting artificial intelligence courses like Intelligent Robotics and Scientific Visualization. Graduate students at Stanford University have access to many specializations in artificial intelligence related studies. Those who end up working in the Stanford Artificial Intelligence Laboratory benefit from a staggering number of tech resources.
How to become an A.I. Engineer
Optimize system performance and enable the scalability of artificial intelligence Applications. This was once the duty of a highly trained medical receptionist. This person would have to help patients on the phone, online, and in the waiting area. With the aid of an AI chatbot, the receptionist can focus on providing quality service to patients with more nuanced problems.
- And in the constantly developing field of AI, artificial intelligence engineers build automated frameworks to improve performance in just about every industry.
- When patients have such problems, the chatbot can seamlessly connect them to real medical professionals.
- Because of this, the earning potential of these professionals could also be promising.
- They have in-depth knowledge of machine learning algorithms, deep learning algorithms, and deep learning frameworks.
- Instead of offering an AI engineering degree through a computer science program, you can explore AI topics through the department.
- A lack of expertise in the relevant field might lead to suggestions that are inaccurate, work that is incomplete, and a model that is difficult to assess.
There are currently 55 faculty members, 375 graduate students, and a growing undergraduate body of more than 750 students enrolled. Faculty members are actively involved with several national academies and many have been nationally recognized for their research. The Institute for Creative Technologies at the University of Southern California was established in 1999. It is recognized as a research leader in the areas of graphics, virtual reality, and artificial intelligence. The Institute works in close collaboration with the Information Sciences Institute and the Department of Computer Science.
Start Your First Project
Google and Apple have acknowledged that formal college degrees are no longer a prerequisite for applicants. This is mainly because companies that drive innovation understand that the value of people who are passionate self-starters and are willing to learn on the job. Another vital step on your AI career progression is the strengthening of your software development and programming skills.
- But we did locate a subset of schools that go above and beyond by providing specialized academic computer science degrees in artificial intelligence.
- It’s also likely that you’ve already worked with machine learning models in some capacity possibly by incorporating them into other applications.
- A distinction is made between Computer Science and Computer Science Engineering.
- A number of AI-related laboratories and groups offer career prep and give students experience in the field.
- Data scientists build machine learning models meant to support business decision making.
- Bolstered by our expertise in developing applications for AI, the SEI is leading a movement to cultivate and mature the professional discipline of AI engineering.
Currently headed by Professor Augustine Ikeji, the department has recently added courses in data mining, mobile application, and web science. The diversity of the faculty also continues to increase with professors from seven countries and three continents. Also affiliated with the department is the Intelligent Systems Program. This graduate level track offers students a comprehensive Artificial Intelligence degree with the option to specialize in biomedical informatics.
AI Engineer vs. Machine Learning Engineer vs. Data Engineer
In the fields of military and national defense, data science is perhaps even more vital to AI cybersecurity measures. To protect the nation’s resources, artificial intelligence developers don’t just train security programs to recognize and stop attacks — they engineer them to protect themselves. An artificial intelligence technician in this field is responsible for creating human-like applications that can identify threats and protect data on a large scale. For that to be possible, the engineer must train information-guarding programs to recognize innocuous actions by approved users, identify if a threat is a human or another AI system, and take the appropriate actions. The first skill required to become an AI engineer is programming.
Is AI engineering a good career?
AI Engineer Salary: One of the Most Lucrative Career Paths. Artificial Intelligence (AI) is one of the most talked-about topics in the tech world today. Thousands of aspirants are flocking to the field, and with good reason, given the vast potential it offers across different industries.
That’s similar to but a little less complex than a virtual assistant. To operate, a virtual assistant has to interpret a person’s voice, respond, and employ other applications to accomplish a task. It often speaks and operates a smartphone or other device like a person would. While it may use machine learning techniques, it has to process different kinds of data and bring them all together in a human-like presentation. A lack of expertise in the relevant field might lead to suggestions that are inaccurate, work that is incomplete, and a model that is difficult to assess.
What does an AI Engineer do?
Working with a variety of different infrastructure types, including chips (GPUs, FPGAs, etc.), on-premises systems, and the cloud. Free checklist to help you compare programs and select one that’s ideal for you. C++ can be used to build neural networks; its speed is its largest advantage. This covers everything else AI-related; for example, using and applying AI techniques to perform functions or solve problems in a business setting.
- This degree teaches data mining, machine learning, and cloud computing.
- They employ machine learning algorithms to bolster AI systems as a framework for innovating and problem-solving.
- The average annual salary for an AI engineer in the U.S. was $164,769 as of July 2021, according to ZipRecruiter.
- Conversely, strong collaborative skills will help them find effective solutions faster.
- Developing AI-powered solutions is a promising activity across many sectors, that have started embracing artificial intelligence & Machine learning techniques to achieve better results & profits.
- Operations optimization and product enhancement are the most common AI use cases for businesses, so AI engineers should understand how these processes work.
Data scientists collect, clean, analyze, and interpret large and complex datasets by leveraging both machine learning and predictive analytics. Creative AI models and technology solutions may need to come up with a multitude of answers to a single issue. You would also have to swiftly evaluate the given facts to form reasonable conclusions. You can acquire and strengthen most of these capabilities while earning your bachelor’s degree, but you may explore for extra experiences and chances to expand your talents in this area if you want to. In artificial intelligence , machines learn from past data and actions, which are positive or negative. With this new information, the machine is able to make corrections to itself so that the problems don’t resurface, as well as make any necessary adjustments to handle new inputs.
University of Advancing Technology
They enliven it with the means to recognize and actually interact with its users. An AI architect gives an AI-driven program a large set of test data and monitors its response. When issues arise, the engineer tunes a program’s AI system to produce the desired results. For example, when a video streaming platform recommends videos, it’s using machine learning.
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Degree](data:image/jpeg;base64,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)
As the industry and popularity grew, the school added an undergraduate program in 1975 and granted departmental status. Now Computer Science and Engineering is one of 16 schools and colleges comprising the University at large. Computer Science at the University of Pennsylvania can trace its roots back to the study of engineering in 1850. In 1946 researchers at UPenn developed the world’s first electronic, large-scale, general purpose digital computer.
How AI-driven sentiment analysis can enhance employee satisfaction – VentureBeat
How AI-driven sentiment analysis can enhance employee satisfaction.
Posted: Tue, 13 Dec 2022 08:00:00 GMT [source]
The first commin step in launching a career in artificial intelligence is to obtain a relevant academic credential. At least a bachelor’s degree in computer science, data science, engineering, physics, mathematics, statistics or another quantitative subject is generally required. Certifications in AI or data science may also help you meet educational requirements and gain technical knowledge. For more advanced work in the profession, a master’s or PhD in one of these disciplines may be required. AI engineers develop, program and train the complex networks of algorithms that encompass AI so those algorithms can work like a human brain. AI engineers must be experts in software development, data science, data engineering and programming.
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)
VentureBeat’s mission is to be a digital town square for technical decision-makers to gain knowledge about transformative enterprise technology and transact. AI engineers must be able to explain to their non-technical colleagues how different AI solutions might help teams reach their goals. Engineers can develop their business acumen in formal courses and/or by working with colleagues in other departments. This means a relatively broad pool of tech professionals may be candidates for a mid-career specialty in AI.
![What Is An AI Engineering Degree](data:image/jpeg;base64,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)
Overall, the Bureau of Labor Statistics expects computer and information technology occupations to grow by 13% from 2020 to 2030. For entry-level artificial intelligence programmers in data science, programming, and other roles, these positive growth rates indicate plenty of opportunities for professional growth. Machine learning, or ML engineers build predictive models using vast volumes of data. They have in-depth knowledge of machine learning algorithms, deep learning algorithms, and deep learning frameworks.
![What Is An AI Engineering Degree](data:image/jpeg;base64,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)