M.Tech Soft-Computing and Machine Learning

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Master of Technology in Soft-Computing and Machine Learning

Duration

2 Years

Level

Post Graduation

Type

Degree

Eligibility

Graduation

M.Tech Soft-Computing and Machine Learning or Master of Technology in Soft-computing and Machine Learning is a postgraduate Computer Engineering program. The Soft-computing and Machine Learning course addresses the question of how to enable computers to learn from past experiences. The Soft-Computing and Machine Learning course introduces the field of machine learning describing a variety of learning paradigms, algorithms, theoretical results, and applications.

The Soft-Computing and Machine Learning course also introduces basic concepts from statistics, artificial intelligence, information theory, and control theory insofar as they are relevant to machine learning. The Master of Technology course in Soft-computing and Machine Learning gives basic knowledge about the key algorithms and theories that form the foundation of machine learning and computational intelligence and practical knowledge of machine learning algorithms and methods. The Master of Technology course in Soft-computing and Machine Learning is a two-year duration and it is career orienting in nature that opens many jobs after its successful completion.

M.Tech Soft-Computing and Machine Learning Eligibility

  • The students must have passed their Graduation such as a BE / B.Tech degree or equivalents from a recognized University.
  • The candidates should have secured a minimum of 50% aggregate marks in their Bachelor's.
  • Some of the very reputed institutes conduct an entrance examination for admission.

M.Tech Soft-Computing and Machine Learning Syllabus

Syllabus of Soft-computing and Machine Learning course as prescribed by various Universities and Colleges.

M.Tech Soft-Computing and Machine Learning Semester-I

Sr. No. 

Subjects of Study

1

Artificial Intelligence and Artificial Neural Networks

2

Machine Learning

3

Mathematical Structures for Soft Computing

4

Pattern Recognition and Image Processing

5

Practicals

  • Artificial Neural Networks Lab
  • Machine Learning Lab
  • Mathematical Structures Lab
  • Pattern Recognition and Image Processing Lab

M.Tech Soft-Computing and Machine Learning Semester-II

1

Discrete Mathematics and Optimization

2

Evolutionary Computing

3

Practicals

  • Discrete Mathematics and Optimization Lab
  • Evolutionary Computing Lab

M.Tech Soft-Computing and Machine Learning Semester-III

1

Project Work Phase-I

M.Tech Soft-Computing and Machine Learning Semester-IV

1

Project Work Phase-II

 

M.Tech Soft-Computing and Machine Learning College

M.Tech Soft-Computing and Machine Learning Course Suitability

  • Those who wish to pursue a career as a software engineer or do research in software systems engineering are suitable for it.
  • They should have the ability to read, writes, and speak clearly and effectively.
  • Applicants should have problem-solving skills and managerial-type jobs requiring project and resource management skills.

How is the M.Tech Soft-Computing and Machine Learning Course Beneficial?

  • The Master of Technology course is beneficial for further studies such as a Ph.D., degree, etc. The Soft-Computing and Machine Learning program will prepare students to develop efficient and scalable software products and services for industry and government in a cost-effective manner. Software engineers coordinate the construction, maintenance, and expansion of an organization's computer systems as well.
  • They have many teaching jobs in colleges and universities.
  • They should be able to understand the principles, advantages, limitations, and possible applications of machine learning and identify and apply the appropriate machine learning technique to classification, pattern recognition, optimization, and decision problems.

M.Tech Soft-Computing and Machine Learning Employment Areas

  • Colleges & Universities
  • Infosys / Tech Mahindra / Wipro / HCL Technologies / HP

M.Tech Soft-Computing and Machine Learning Job Types

  • Consultant
  • Computer Engineer
  • Computer Communications Specialist
  • Database Administrator
  • Data Communication Analyst
  • Lecturer / Professor
  • Research Analyst
  • System and Security Administrator

Advanced Course in M.Tech Soft-Computing and Machine Learning

  • Ph.D