BCA in Data Science at J.D. Women's College - Course, Fees, Admission, Seats, Syllabus

As of my update in April 2023 the specific course details for the BCA in Data Science at J.D. Womens College may change over time due to updates in the curriculum and the evolving nature of the field of data science. However I can provide you with an overview of important topics typically covered in a BCA program with a focus on Data Science. These topics serve as a foundation and are likely to be included; **Introduction to Data Science**; This covers the fundamentals of data science, its significance and its applications across industries. **Programming Fundamentals**; In this section students learn programming languages for data science like Python and R. The focus is on syntax, data structures and basic algorithms. **Mathematics for Data Science**; This segment covers mathematical concepts such as linear algebra, calculus and statistics that are crucial, for understanding data science algorithms. **Database Management Systems (DBMS)**;To gain an understanding of databases you will delve into the workings of SQL for data querying and NoSQL databases, which are specifically designed to handle large amounts of data. In the realm of data analysis and visualization you will explore techniques such as exploratory data analysis and utilize tools like Matplotlib, Seaborn and Tableau to effectively visualize the data. The course also covers machine learning algorithms including unsupervised learning methodologies, decision trees, regression analysis, clustering techniques, as well as neural networks. Furthermore you will get acquainted with data technologies such as Hadoop and Spark along with their components that are essential for processing vast datasets. Data mining is another aspect that will be covered in this program. You'll learn about techniques and tools used to discover patterns, anomalies and derive valuable insights from extensive datasets. Deep learning concepts will also be introduced during this course. This includes neural networks along with convolutional neural networks (CNNs) and recurrent neural networks (RNNs). An important aspect emphasized in this program is ethics and data privacy. You'll develop an understanding of considerations related to handling data science projects while adhering to relevant privacy laws for responsible use of data. Finally there is a capstone project where you'll have the opportunity to apply all the concepts learned throughout the course on real world data science problems. For the accurate and up to date information regarding the BCA in Data Science curriculum, at J.D. Womens College it is recommended to directly contact the college or visit their official website. This will give you information about the course modules, elective options and other academic requirements that are specific, to your program.