As of my last update in April 2023, I don't have access to the specific course syllabi of universities, including Chhatrapati Shivaji Maharaj University, especially for such specialized courses as BCA in Artificial Learning & Machine Learning (AL-ML). However, I can provide you with a general outline of what such a program might include based on common topics covered in similar programs. Please verify with the university for the most accurate and up-to-date syllabus.
Semester | Subjects | Topics |
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1 | Introduction to Programming, Mathematics for Computer Science, Fundamentals of Computer Systems, Introduction to Artificial Intelligence | Programming basics, Discrete Mathematics, Computer architecture, History of AI, Search algorithms |
2 | Data Structures and Algorithms, Object-Oriented Programming, Linear Algebra for ML, Statistics for ML | Complexity, Trees, Graphs, OOP Concepts, Matrices, Determinants, Probability, Descriptive Statistics |
3 | Database Management Systems, Operating Systems, Machine Learning Fundamentals, Python for ML | SQL, NoSQL, Process Management, ML algorithms, Python libraries like NumPy, Pandas |
4 | Web Technologies, Deep Learning Basics, Applied Machine Learning, Ethics in AI | HTML, CSS, JavaScript, Neural Networks, Supervised and Unsupervised Learning, AI impact on society |
5 | Natural Language Processing, Computer Vision, Big Data Analytics, Elective I | Text processing, Image processing, Hadoop, Spark, Elective based on student's interest |
6 | Advanced Machine Learning, Reinforcement Learning, Project Work, Elective II | ML model optimization, Q-learning, Hands-on project, Advanced elective based on student's interest |
This table is a general guide and should be adapted or checked against the actual syllabus provided by Chhatrapati Shivaji Maharaj University for the BCA in AL-ML course. Universities often update their curriculum to keep up with the rapidly evolving field of artificial intelligence and machine learning, so it's crucial to consult the university's official resources or contact the department directly for the most current information.