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The Perfect Roadmap to Enter Machine Learning After Board Exams

Updated: 20 February 2025, 1:10 pm IST

 

Machine Learning (ML) has emerged as a significant field in the rapidly evolving technological landscape. This field drives innovation in organisations. It also helps extract valuable insights from vast amounts of data. Statista’s report shows that the Machine Learning Market in India will reach US $4.01 billion in 2025. This is one of the most common reasons that make this field popular among IT aspirants. 

 

The growing Machine Learning market size indicates that this field will witness a rise in demand for professionals. If you wish to build a career in this domain, do not hesitate anymore, as Machine Learning is here to stay and grow. Continue reading this blog, which will provide a Machine Learning roadmap for beginners to help you start your journey in this field after your 12th Board examinations. 

 

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Machine Learning Roadmap for Beginners

Building your career in any field is a challenging task. You must opt for the right path to achieve the success you desire. 

 

Machine Learning is a fast-evolving field. Hence, the competition can make you feel overwhelmed. However, opt for the roadmap if you are unaware of how to start Machine Learning and build your dream career. 

 

Achieve Your Bachelor’s Degree

The first step for a Machine Learning career after Board exams is to pursue the right Bachelor’s degree. You can choose from the following options for a career in Machine Learning. 

 

  • B.Tech/B.E. in Computer Science with AI & ML
  • BCA (Bachelor of Computer Applications)
  • B.Sc. in Data Science or Computer Science
  • B.Sc. in Mathematics or Statistics

 

The degrees listed above are preferred, as they will be your stepping stone to entering the field. However, you can also pursue a career in Machine Learning with any other Bachelor’s degree, whether BA or B. Com. 

 

Amity University Online offers Bachelor’s programs like BCA, BA, B.Com and B.Sc. So, you can choose these online programs for flexible, high-quality education. 

 

Learn Essential Programming Language

Machine Learning demands advanced knowledge of varying programming languages. Bachelor’s courses like BCA and B.Sc in Data Science will provide you with the required programming language knowledge. However, this is not the case with all the Bachelor's courses. So, you must ensure to opt for advanced programming language courses during or after completing your graduation. 

 

Online platforms can help you learn programming languages. Research thoroughly to find a suitable course based on your knowledge level and learn languages like Java, C++, SQL, and Python for Machine Learning beginners before moving forward in your Machine Learning journey. 

 

Strengthen Your Mathematical and Statistical Skills

You must be strong in Mathematics and Statistics to build a successful career in Machine Learning. Extra courses can help you develop these skills if you do not have these subjects in your Bachelor's degree. 

 

You must have the following Mathematics skills. 

  • Linear Algebra- Vectors, Matrices, Eigenvalues
  • Probability & Statistics- Mean, Variance, Probability Distributions
  • Calculus- Differentiation & Integration in ML Models
  • Optimisation Techniques- Gradient Descent, Loss Functions

 

Higher Studies- MCA in Machine Learning

MCA in Machine Learning should be your next step in this journey. This post-graduation course will help you gain AI and Machine learning skills. This advanced two-year course will help you gain expertise in the competitive and advancing Machine Learning world. 

 

However, choose the right institution to pursue this course. This is because the right program will not only ensure a trusted and recognised curriculum but also provide end-to-end placement assistance. 

 

Also Read:- How to Research the Best Online MCA Programs in AR and VR

Online MCA in Machine Learning and Artificial Intelligence by Amity University Online

Amity University Online has made higher education more convenient for students with its online courses. The institution also offers Online MCA in Machine Learning and Artificial Intelligence. This two-year program covers an end-to-end, in-depth, industry-ready curriculum on different domains and technologies, such as artificial intelligence, machine learning, deep learning, etc. 

 

Amity University Online delivers this program completely online. As a result, you get complete flexibility. You can watch recorded videos by expert faculty anytime. Also, the course allows you to view recordings of the live classes if you miss them. 

 

Eligibility

To be eligible for the course, you must any of the following:

  • Bachelor’s Degree in Computer Applications 
  • Bachelor’s Degree in Computer Science / Engineering
  • Bachelor's Degree in Science / Commerce / Arts with Mathematics at 10+2 level*
  • Students without Mathematics at 10+2 or graduation can apply after completing the bridge course.

 

Know More About Our Online Programs

 

Curriculum

Here is what the course covers:

 

Semester 1

  • Graph Theory and Combinatorics
  • Advanced Database Management Systems
  • Core Java
  • Advanced Software Engineering Principles
  • Professional Communication

 

Semester 2

  • Research Methodology
  • Data Structures and Algorithm Design
  • Network Security and Cryptography
  • Cognitive Analytics & Social Skills for Professionals
  • Artificial Intelligence for Real-world Application
  • Machine Learning for Real World Applications

 

Semester 3

  • Cloud Infrastructure and Services
  • Deep Learning & Neural Network
  • Professional Ethics
  • Quantitative Aptitude
  • Seminar(Evaluation)
  • Social Media & Text Analytics
  • Unix /Linux Programming

 

Semester 4

  • Major Project

 

Job Opportunities in the Machine Learning Field

After completing your MCA in Machine Learning, you will also have numerous job opportunities in India and other countries. Some of the most common roles include:

 

  • Engineer Trainee
  • Data Analyst
  • Junior AI Developer
  • Research Assistant
  • Data Science Associate
  • Machine Learning Engineer
  • AI Software Developer
  • Data Scientist
  • Machine Learning Consultant
  • AI Project Manager
  • Senior Machine Learning Scientist
  • Chief Data Scientist
  • AI Research Director
  • Machine Learning Architect
  • Director of Artificial Intelligence

 

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Conclusion

Machine Learning is one of the most popular and advanced fields in technology. To excel in this domain, you must have the right qualifications. Hence, follow the Machine Learning roadmap for beginners provided in this blog. 

 

You can opt for an Online MCA with Machine Learning and Artificial Intelligence specialisation from Amity University Online to complete your higher education flexibly without compromising quality. Learn more on  Amity's official website and move closer to your dream career. 

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