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Vinayaka Missions Sikkim University BCA in Artificial Learning & Machine Learning (AL-ML)

BCA in Artificial Learning & Machine Learning (AL-ML) at Vinayaka Missions Sikkim University - Course, Fees, Admission, Seats, Syllabus

location Gangtok ( Sikkim )
location Estd In: 2010
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BCA in Artificial Learning & Machine Learning (AL-ML) at Vinayaka Missions Sikkim University - Course, Fees, Admission, Seats, Syllabus
location
Gangtok ( Sikkim )
location
Estd In: 2010
Last Updated on February 20, 2024 6:28 PM
Vinayaka Missions Sikkim University (VMSU) is an institution for higher education in the northeastern region of India. It offers a range of programs that are tailored to meet the ever evolving needs of the modern world. One noteworthy program is the Bachelor of Computer Applications (BCA) which aims to equip students with the skills and knowledge required to succeed in the dynamic field of information technology. The university takes pride in offering a comprehensive BCA program that goes beyond foundational learning and focuses on specialization in cutting edge areas. With five impressive specializations Cloud Computing, Internet of Things (IoT) Data Science, Cyber Security and Artificial Intelligence Vinayaka Missions Sikkim University caters to diverse interests and career aspirations. These specializations have been carefully designed to provide students with an understanding and practical experience in their chosen fields. This approach ensures that graduates not possess strong fundamentals in computer applications but also possess specialized skills that give them an edge, in todays competitive job market.
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Vinayaka Missions Sikkim University BCA in Artificial Learning & Machine Learning (AL-ML) Highlights 2024

Course DurationCourse LevelCourse Tuition FeesMode of StudyInstitute Type
3 YearsUndergraduateVaries by regionFull-time/Part-timePrivate

Vinayaka Missions Sikkim University BCA in Artificial Learning & Machine Learning (AL-ML) Syllabus 2024

Vinayaka Missions Sikkim University provides a range of courses, including options in the field of Computer Applications such as BCA. When focusing on Artificial Learning (AL) and Machine Learning (ML) within a BCA program the curriculum aims to establish a foundation in both the theoretical and practical aspects of these advanced technologies. While specific courses may vary here are some subjects typically covered in a BCA program with an emphasis on AL and ML; 1. **Introduction to Programming**; Before delving into AL and ML students need a grasp of programming basics. Popular languages like Python commonly used in ML projects are often highlighted. 2. **Mathematics for Computer Science**; This encompasses concepts like linear algebra, probability, statistics and calculus – all vital for comprehending and implementing ML algorithms effectively. 3. **Data Structures and Algorithms**; A understanding of data structures (such as arrays, lists, trees and graphs) as well as algorithms is crucial for efficient data manipulation and algorithm implementation in ML projects. 4. **Database Management Systems (DBMS)**; Proficiency, in DBMS is essential when dealing with the datasets typically involved in ML projects. This includes knowledge of SQL databases well as NoSQL databases. 5. **Foundational Concepts of Artificial Intelligence (AI)**; Before diving into the field of machine learning it is essential to have a grasp of the principles and techniques that underpin AI. These may encompass search algorithms, logic and methods for representing knowledge. 6. **Machine Learning**; This serves as the core focus within the specialization and encompasses an array of subjects ranging from supervised and unsupervised learning to neural networks and deep learning. The course delves into algorithms such as linear regression, logistic regression, decision trees, as well as various clustering techniques in great detail. 7. **Deep Learning**; Building upon machine learning deep learning concentrates on networks with multiple layers. Students will explore topics like Convolutional Neural Networks (CNNs) Recurrent Neural Networks (RNNs) along with their applications. 8. **Natural Language Processing (NLP)**; NLP deals with how computers interact with humans through language. It covers aspects such as text processing, sentiment analysis and the development of chatbots. 9. **Computer Vision**; This area involves training computers to comprehend and interpret information from their surroundings. Topics may include image recognition, object detection and even image generation. 10. **Big Data Technologies**; Gaining proficiency in processing and analyzing data is crucial for successful machine learning projects. This segment encompasses understanding tools like Hadoop, Spark along, with significant big data frameworks. 11. **Ethics considerations**

Vinayaka Missions Sikkim University BCA in Artificial Learning & Machine Learning (AL-ML) Important Topics 2024

Artificial Learning (AL) Important TopicsMachine Learning (ML) Important Topics
Introduction to Artificial IntelligenceSupervised Learning Techniques
Knowledge RepresentationUnsupervised Learning Techniques
Logical Reasoning SystemsNeural Networks
Expert SystemsDeep Learning
Natural Language ProcessingDecision Trees and Random Forests
RoboticsSupport Vector Machines
Search StrategiesEnsemble Learning
PlanningModel Evaluation and Fine-Tuning
Machine Learning in ALFeature Engineering and Data Preprocessing

Vinayaka Missions Sikkim University BCA Course FAQs

What is the duration of the BCA in Artificial Learning & Machine Learning (AL-ML) course at Vinayaka Missions Sikkim University?
The BCA in Artificial Learning & Machine Learning (AL-ML) course at Vinayaka Missions Sikkim University is a 3-year undergraduate program.
What are the eligibility criteria for enrolling in the BCA AL-ML course at Vinayaka Missions Sikkim University?
To enroll in the BCA AL-ML course at Vinayaka Missions Sikkim University, candidates must have completed their 10+2 or equivalent examination from a recognized board with Mathematics as one of the subjects.
What is the mode of instruction for the BCA AL-ML course at Vinayaka Missions Sikkim University?
The mode of instruction for the BCA AL-ML course at Vinayaka Missions Sikkim University is English.
Are there any entrance exams required for admission to the BCA AL-ML course at Vinayaka Missions Sikkim University?
No, there are no entrance exams required for admission to the BCA AL-ML course at Vinayaka Missions Sikkim University. Admissions are based on past academic performance and personal interviews.
What career opportunities are available after completing the BCA in AL-ML from Vinayaka Missions Sikkim University?
After completing the BCA in AL-ML from Vinayaka Missions Sikkim University, graduates can pursue careers as Data Analysts, Machine Learning Engineers, AI Developers, and Research Scientists, among others, in various sectors such as IT, healthcare, finance, and e-commerce.

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