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Artificial Intelligence Engineering

Artificial Intelligence Engineering

Faculty: INSTITUTE OF GRADUATE PGROGRAMS Artificial Intelligence (AI) Engineering focuses on the design, development, and application of AI systems and technologies. Students develop skills in machine learning, data science, natural language processing, robotics, and ethical AI. Graduates are prepared for careers in tech companies, research institutions, healthcare, finance, and various industries leveraging AI. **Learning Objectives:** - Understand the fundamentals of AI and machine learning. - Develop skills in data science, natural language processing, and robotics. - Learn techniques for designing and implementing AI systems and applications. - Explore principles of ethical AI, data privacy, and responsible innovation. - Analyze and interpret AI data and research findings. - Develop critical thinking, problem-solving, and technical skills for effective AI engineering practice. **Major Outline:** 1. **Introduction to Artificial Intelligence** - Overview of key concepts, principles, and practices in AI. - Fundamentals of AI, machine learning, and data science. 2. **Machine Learning** - Principles of machine learning, including supervised, unsupervised, and reinforcement learning. - Techniques for designing, training, and evaluating machine learning models. 3. **Data Science** - Principles of data science, including data collection, cleaning, and analysis. - Techniques for applying statistical methods and data visualization. 4. **Natural Language Processing (NLP)** - Principles of NLP, including text processing, sentiment analysis, and language generation. - Techniques for developing and implementing NLP applications. 5. **Robotics** - Principles of robotics, including robot design, control systems, and autonomous navigation. - Techniques for developing and programming robotic systems. 6. **Ethical AI and Data Privacy** - Principles of ethical AI, including bias mitigation, fairness, and transparency. - Techniques for ensuring data privacy and responsible AI innovation. 7. **AI in Industry** - Principles of AI applications in various industries, including healthcare, finance, and manufacturing. - Techniques for implementing AI solutions in real-world scenarios. 8. **Internship/Practicum** - Real-world experiences in AI engineering settings, including internships and hands-on projects in tech companies, research labs, or industry-specific AI departments. - Application of learned skills in practical AI engineering scenarios. 9. **Capstone Project in AI Engineering** - Comprehensive project applying skills in machine learning, data science, or robotics. - Delivery of a polished AI project, research paper, or presentation. **Assessment Methods:** - Machine learning projects, data science reports, NLP analyses, robotics projects, ethical AI studies, industry-specific AI applications, internship/practicum reports, capstone projects, group projects, and presentations. **Recommended Textbooks:** - "Artificial Intelligence: A Modern Approach" by Stuart Russell and Peter Norvig. - "Machine Learning" by Tom M. Mitchell. - "Data Science" by John D. Kelleher and Brendan Tierney. - "Natural Language Processing with Python" by Steven Bird, Ewan Klein, and Edward Loper. - "Introduction to Robotics" by John J. Craig. - "Ethical AI" by various authors. - "AI in Industry" by various authors. **Prerequisites:** Strong foundation in mathematics, computer science, and programming skills. **Major Duration:** Typically 4 years for a bachelor's degree, including coursework, internships, and capstone projects. **Certification:** Graduates may receive a degree in AI Engineering and pursue further education or professional certifications, such as those offered by the Association for Computing Machinery (ACM) or specialized certifications in areas like machine learning or data science. **Target Audience:** Aspiring AI engineers, data scientists, machine learning specialists, robotics engineers, and professionals seeking careers in tech companies, research institutions, healthcare, finance, and various industries leveraging AI. This major equips students with the technical, analytical, and problem-solving skills needed to excel in AI engineering, supporting careers in various technology and AI-related roles.
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