Mathematics Courses and Certifications logopeterindia.net
Knowledge Hub

Mathematics Courses and Certifications

Where to learn mathematics and which credentials to take, from algebra and calculus to linear algebra, probability, mathematics for machine learning and actuarial exams.

69 topics•8 categories•Updated November 2026

How to Choose a Path

7 entries

Mathematics learning is cumulative. Secure algebra and calculus first, then linear algebra, probability and statistics, and discrete mathematics, and add proof writing if you want pure mathematics. For machine learning, focus on linear algebra, calculus and probability. There are few formal mathematics certifications, so most credentials are course certificates, exams such as actuarial exams, or entrance tests.

01MathematicsMathematics hub on this site. 02Linear AlgebraLinear algebra on this site. 03StatisticsStatistics on this site. 04AlgebraAlgebra on this site. 05Number TheoryNumber theory on this site. 06CombinatoricsCombinatorics on this site. 07Courses and CertificationsHub for all courses and certifications.

Step 1: School and Foundations

9 entries

Free lessons that build algebra, calculus and statistics skills.

08Khan Academy: MathFree lessons from early math through college. 09Khan Academy: Calculus 1Free lessons on limits, derivatives and integrals. 10Khan Academy: Statistics and probabilityFree lessons on statistics and probability. 11OpenStax: MathFree peer-reviewed college math textbooks. 12Paul's Online Math NotesFree notes on algebra, calculus and differential equations. 133Blue1BrownVisual explanations of linear algebra, calculus and more. 14Math Is FunPlain-language explanations of mathematics topics. 15DesmosFree online graphing calculator. 16GeoGebraFree tools for geometry, algebra and calculus.

Step 2: University Mathematics

12 entries

Free university courses on calculus, linear algebra, probability and discrete mathematics.

17MIT OpenCourseWare: MathematicsCatalogue of MIT mathematics courses. 18MIT 18.01SC Single Variable CalculusMIT single variable calculus course. 19MIT 18.02SC Multivariable CalculusMIT multivariable calculus course. 20MIT 18.03SC Differential EquationsMIT differential equations course. 21MIT 18.06 Linear AlgebraGilbert Strang's linear algebra course. 22Introduction to Linear Algebra (Gilbert Strang)Companion site for Strang's linear algebra textbook. 23MIT 6.042J Mathematics for Computer ScienceMIT course on discrete mathematics and proofs. 24MIT 18.600 Probability and Random VariablesMIT probability course. 25Discrete Mathematics: An Open IntroductionFree online textbook on discrete mathematics. 26Seeing TheoryVisual introduction to probability and statistics from Brown University. 27edX: mathCatalogue of mathematics courses and programs. 28NPTELFree university courses from Indian institutes, including mathematics.

Mathematics for Machine Learning and Data Science

9 entries

Courses and books that teach the mathematics behind AI.

29Mathematics for Machine Learning (book)Free book on the mathematics used in machine learning. 30Mathematics for Machine Learning (Coursera)Imperial College London specialization on linear algebra, calculus and PCA. 31Mathematics for Machine Learning and Data Science (Coursera)DeepLearning.AI specialization on linear algebra, calculus and probability. 32MIT 18.S096 Matrix Calculus for Machine Learning and BeyondMIT course on matrix calculus. 33Mathematics for Deep LearningCalculus, probability and the maths behind deep learning. 34Linear Algebra for Deep LearningTensors, attention and LoRA explained. 35Probability Theory for Deep LearningLikelihood, softmax and KL divergence. 36Probability Theory for AIProbability foundations for AI. 37Statistics for Deep LearningGeneralization and calibration.

Proofs and Mathematical Thinking

6 entries

Learning to reason and prove, the bridge to advanced mathematics.

38Introduction to Mathematical Thinking (Coursera)Course on mathematical reasoning and proof. 39BrilliantInteractive courses on mathematics and problem solving. 40Better ExplainedIntuitive explanations of mathematical ideas. 41Cut the KnotCollection of mathematical problems and proofs. 42Wolfram MathWorldEncyclopedia of mathematics. 43WolframAlphaComputational knowledge engine for checking mathematics.

Competitions, Exams and Credentials

8 entries

Mathematics has few formal certifications. These are the main exams, entrance tests and competitions.

44Society of ActuariesProfessional body whose actuarial exams are a main mathematics-based credential. 45Casualty Actuarial SocietyProfessional body for property and casualty actuaries. 46IIT JAMJoint admission test for MSc programs, including mathematics and statistics. 47CSIR UGC NETNational eligibility test for lectureship and research in mathematical sciences. 48International Mathematical OlympiadOfficial site of the IMO. 49MAA: math competitionsMathematical Association of America competitions. 50Art of Problem SolvingCourses and community for competition mathematics. 51MathWorks trainingTraining for MATLAB and Simulink.

Societies and Institutes

7 entries

Professional societies and research institutes in India and worldwide.

52American Mathematical SocietyProfessional society for mathematicians. 53Mathematical Association of AmericaProfessional society focused on undergraduate mathematics. 54SIAMSociety for Industrial and Applied Mathematics. 55International Mathematical UnionGlobal organisation of national mathematical societies. 56Indian Statistical InstituteIndian institute for statistics and mathematics. 57Chennai Mathematical InstituteIndian institute for mathematics and computer science. 58The Institute of Mathematical Sciences (IMSc)Indian research institute in mathematical sciences.

Related Pages

11 entries

Neighbouring pages on this site.

59Data Science Courses and CertificationsPython, SQL, statistics and professional certificates. 60Statistics Courses and CertificationsProbability, inference, R, Python, SAS certification and Six Sigma. 61Computer Science Courses and CertificationsProgramming, algorithms, systems, databases, coding practice and Indian courses. 62Chemistry Courses and CertificationsGeneral, organic and physical chemistry, computational tools and professional bodies. 63Physics Courses and CertificationsMechanics, quantum physics, olympiads and Indian entrance exams. 64Machine Learning Courses and CertificationsMaths, core ML, deep learning and MLOps. 65Deep Learning Courses and CertificationsNeural networks, transformers and frameworks. 66Finance Courses and CertificationsCFA, FRM, CPA and other finance credentials. 67Quantum Computing Courses and CertificationsQuantum learning guide, which relies on linear algebra. 68Education Courses and CertificationsCourses and credentials for teachers. 69PhysicsPhysics resources.

Frequently Asked Questions

How do I learn mathematics for machine learning?

Build linear algebra, calculus and probability. Good free options are 3Blue1Brown, Khan Academy, MIT 18.06 Linear Algebra and the free Mathematics for Machine Learning book, with the Coursera specializations for structure.

Is there a mathematics certification?

There is no single standard one. Credentials are mostly course certificates, actuarial exams from bodies such as the Society of Actuaries, and entrance tests such as IIT JAM and CSIR UGC NET in India. Check each body's page for current exams.

Where can I learn mathematics for free?

Khan Academy, MIT OpenCourseWare, OpenStax, Paul's Online Math Notes and NPTEL offer free lessons, notes and textbooks.

What order should I learn mathematics in?

Algebra and calculus first, then linear algebra and probability, then statistics, discrete mathematics and proofs. Differential equations and multivariable calculus follow single-variable calculus.

How is this different from the Mathematics hub?

This guide lists courses, books, exams and communities for learning. The Mathematics hub and its Linear Algebra, Statistics and Number Theory pages on this site cover the subject areas.

How current is this page?

Links were checked on 2 November 2026. Course catalogues and exam details change often, so confirm details on each provider's own page. Descriptions summarise each provider's pages and are not rankings. Sites that block automated checks, such as AMS, MAA, SIAM, Art of Problem Solving and MathWorks, are kept and may need a manual click. The CSIR UGC NET site did not respond to automated checks, so confirm it manually.