Pursuing CSE (Computer Science and Engineering) with a specialization in AIML (Artificial Intelligence & Machine Learning) does involve a significant amount of mathematics, but the level and intensity depend on how deep you go into the field and your career goals.

How Much Maths Is Involved in CSE and AIML?

1. Core CSE Curriculum

• Mathematics is foundational in CSE. You will study subjects like:

  • Calculus (integration, differentiation)

  • Linear Algebra

  • Discrete Mathematics

  • Probability and Statistics

  • Logic and Boolean Algebra (https://www.coursera.org/articles/does-computer-science-require-math) (https://gate2024.iisc.ac.in/wp-content/uploads/2023/07/cs.pdf) (https://www.reddit.com/r/india/comments/df153u/i_am_weak_in_maths_should_i_take_computer_science/) (https://jessup.edu/blog/engineering-technology/does-computer-science-require-math/) (https://10pie.com/math-for-computer-engineers/)

• These are typically covered in the first 2–3 semesters and are essential for understanding algorithms, data structures, and computer systems.

2. Artificial Intelligence & Machine Learning (AIML)

• AIML is more math-intensive than general CSE.

• Key math areas for AIML:

  • Linear Algebra (for neural networks, vector spaces)

  • Probability & Statistics (for data analysis, model evaluation)

  • Calculus (for optimization, backpropagation in neural networks)

  • Discrete Mathematics (for logic, combinatorics)

• You need to understand these areas to grasp how AI/ML algorithms work and to develop or tune models. (https://www.coursera.org/articles/does-computer-science-require-math) (https://jessup.edu/blog/engineering-technology/does-computer-science-require-math/) (https://yetiai.com/is-ai-harder-than-computer-science/) (https://www.simplilearn.com/is-machine-learning-hard-article)

Is the Maths Very High Level or Are Basics Enough?

• Basics are enough for programming and general software development.

• For AIML , you need a deeper understanding of the above math topics, but you do not need to be a mathematician. Most undergraduate programs teach the required level step by step (https://www.coursera.org/articles/does-computer-science-require-math) (https://jessup.edu/blog/engineering-technology/does-computer-science-require-math/) (https://www.simplilearn.com/is-machine-learning-hard-article) .

• If you aim for research or advanced roles in AI/ML, you may need to learn more advanced math, but for most industry roles, undergraduate-level math suffices (https://www.coursera.org/articles/does-computer-science-require-math) (https://jessup.edu/blog/engineering-technology/does-computer-science-require-math/) (https://www.simplilearn.com/is-machine-learning-hard-article) (https://www.ucd.ie/professionalacademy/resources/is-ai-hard-to-learn/) .

How Tough is AI/ML Compared to General CSE?

• AI/ML is perceived as tougher because it combines programming, data handling, and mathematical modeling.

• The learning curve is steeper, especially for those not comfortable with abstract math or statistics (https://yetiai.com/is-ai-harder-than-computer-science/) (https://www.simplilearn.com/is-machine-learning-hard-article) .

• However, with regular practice and foundational understanding, it is manageable for most students (https://www.simplilearn.com/is-machine-learning-hard-article) (https://www.ucd.ie/professionalacademy/resources/is-ai-hard-to-learn/) .

Is Maths Required in All of CSE?

• Yes, math is required in all of CSE to some extent, especially in the first few semesters and for understanding core concepts (https://www.coursera.org/articles/does-computer-science-require-math) (https://www.reddit.com/r/india/comments/df153u/i_am_weak_in_maths_should_i_take_computer_science/) (https://jessup.edu/blog/engineering-technology/does-computer-science-require-math/) .

• In specialized fields like AI/ML, Data Science, Cryptography, and Computer Graphics, math is used more extensively (https://www.coursera.org/articles/does-computer-science-require-math) (https://jessup.edu/blog/engineering-technology/does-computer-science-require-math/) (https://www.simplilearn.com/is-machine-learning-hard-article) .

• In application development or web development, math requirements are lighter.

Summary Table

Conclusion:
CSE with AIML is math-heavy, especially in areas like linear algebra, probability, and calculus. You do not need to be an expert, but a strong grasp of undergraduate math concepts is essential. If you are willing to put in the effort, the math is.