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Chhatrapati Shivaji Maharaj University BCA in Artificial Learning & Machine Learning (AL-ML)

BCA in Artificial Learning & Machine Learning (AL-ML) at Chhatrapati Shivaji Maharaj University - Course, Fees, Admission, Seats, Syllabus

location Navi Mumbai ( Maharashtra )
location Estd In: 2018
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BCA in Artificial Learning & Machine Learning (AL-ML) at Chhatrapati Shivaji Maharaj University - Course, Fees, Admission, Seats, Syllabus
location
Navi Mumbai ( Maharashtra )
location
Estd In: 2018
Last Updated on February 15, 2024 4:06 PM
As of my recent update in April 2023 Chhatrapati Shivaji Maharaj University (CSMU) a well known educational institution in India has been at the forefront of incorporating state of the art technologies into its curriculum to prepare students for the ever changing job market. One standout program offered by the university is the Bachelor of Computer Applications (BCA) in Artificial Learning & Machine Learning (AL ML) which aims to equip students with the skills to excel in the fields of artificial intelligence (AI) and machine learning (ML). This comprehensive course covers a range of topics including computer science fundamentals, programming languages, data structures, algorithms, as well as specialized subjects in AI and ML. The curriculum emphasizes an approach that combines theoretical knowledge with practical applications through hands on experience gained through projects, labs and internships. By following this approach graduates not acquire a strong theoretical foundation, in AI and ML but also develop the ability to apply their knowledge effectively to real world problem solving situations. CSMUs dedication to providing high quality education can be seen in its facilities, knowledgeable professors and close partnerships with industry experts to ensure that the curriculum remains current. The BCA program in AL ML serves as proof of CSMUs commitment, to preparing students who are equipped to make contributions in the fast evolving field of artificial intelligence and machine learning.
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Table of Contents

Chhatrapati Shivaji Maharaj University BCA in Artificial Learning & Machine Learning (AL-ML) Highlights 2024

Course Duration3 Years
Course LevelUndergraduate
Course Tuition FeesVaries by Program
Mode of StudyFull Time
Institute TypeUniversity

Chhatrapati Shivaji Maharaj University BCA in Artificial Learning & Machine Learning (AL-ML) Syllabus 2024

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.
SemesterSubjectsTopics
1Introduction to Programming, Mathematics for Computer Science, Fundamentals of Computer Systems, Introduction to Artificial IntelligenceProgramming basics, Discrete Mathematics, Computer architecture, History of AI, Search algorithms
2Data Structures and Algorithms, Object-Oriented Programming, Linear Algebra for ML, Statistics for MLComplexity, Trees, Graphs, OOP Concepts, Matrices, Determinants, Probability, Descriptive Statistics
3Database Management Systems, Operating Systems, Machine Learning Fundamentals, Python for MLSQL, NoSQL, Process Management, ML algorithms, Python libraries like NumPy, Pandas
4Web Technologies, Deep Learning Basics, Applied Machine Learning, Ethics in AIHTML, CSS, JavaScript, Neural Networks, Supervised and Unsupervised Learning, AI impact on society
5Natural Language Processing, Computer Vision, Big Data Analytics, Elective IText processing, Image processing, Hadoop, Spark, Elective based on student's interest
6Advanced Machine Learning, Reinforcement Learning, Project Work, Elective IIML 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.

Chhatrapati Shivaji Maharaj University BCA in Artificial Learning & Machine Learning (AL-ML) Important Topics 2024

ModuleImportant Topics
Introduction to Machine LearningHistory of ML, Types of ML, Applications of ML
Python for Machine LearningPython Basics, Libraries for ML (NumPy, Pandas, Matplotlib)
Statistics for Machine LearningDescriptive Statistics, Inferential Statistics, Probability
Data PreprocessingData Cleaning, Data Transformation, Feature Scaling
Supervised LearningLinear Regression, Logistic Regression, Decision Trees, SVM
Unsupervised LearningK-Means Clustering, Hierarchical Clustering, PCA
Neural Networks and Deep LearningANNs, CNNs, RNNs, Deep Learning Frameworks
Natural Language ProcessingText Preprocessing, Word Embeddings, NLP Models
Reinforcement LearningMarkov Decision Processes, Q-Learning, Policy Gradients
Special Topics in MLGANs, Transfer Learning, AutoML
This table is a general guide and the actual course content may vary. Always refer to the official course syllabus for the most accurate and up-to-date information.

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