Probability Theory Courses and Certifications

Approximation Algorithms

32 ratings at Coursera

Explore efficient approximation techniques for NP-hard problems, learning to design and analyze algorithms that find near-optimal solutions with provable performance guarantees.

• Coursera
• 14 hours 59 minutes
• On-Demand
• Free Online Course (Audit)

Calculus-Based Probability & Statistics

Comprehensive review of calculus-based probability and statistics, covering descriptive statistics, probability theories, distributions, sampling, estimation, hypothesis testing, regression, and statistical software.

• Study.com
• 9 hours 44 minutes
• On-Demand
• Paid Course

Packt

Mathematical Foundations and Quantum Mechanics Essentials

Master mathematical foundations and quantum mechanics essentials. Explore probability theory, complex numbers, matrices, and linear transformations. Delve into qubits, superposition, interference, and entanglement. Develop a well-rounded understanding of…

• Coursera
• 3 hours 52 minutes
• On-Demand
• Free Online Course (Audit)

Modelling events in time

2 ratings at OpenLearn

This free course develops ideas about probability and random processes. Sections 1 and 2 introduce the fundamental ideas of random processes through a series of examples. Section 3 describes a ...

• OpenLearn
• 16 hours
• On-Demand
• Free Certificate

Modelling and estimation

1 rating at OpenLearn

This free course is concerned with modelling and estimation and looks in particular at the binomial distribution. Section 1 starts by defining probability, introduces relevant notation and briefly ...

• OpenLearn
• 16 hours
• On-Demand
• Free Certificate

Introduction to Scientific Machine Learning

Learn the basics of machine learning with hands-on practical examples on engineering applications.

• edX
• 16 weeks, 6-7 hours a week
• On-Demand
• Free Online Course (Audit)

Probability Theory

This course provides an introduction to probability theory. You will encounter discrete and continuous random variables and learn in which situations they appear, what their properties are and how they interact.

• edX
• 6 weeks, 4-6 hours a week
• On-Demand
• Free Online Course (Audit)

METUopencouseware

Probability and Random Variables

2 reviews

Comprehensive exploration of probability theory and random variables, covering axioms, distributions, expectations, and advanced concepts for a solid foundation in statistical analysis.

• YouTube
• 1 day 4 hours
• On-Demand
• Free Video

statisticsmatt

Statistical Distributions

2 reviews

Comprehensive exploration of advanced statistical distributions, covering derivations, properties, and applications of various probability models for in-depth understanding and analysis.

• YouTube
• 2 hours 30 minutes
• On-Demand
• Free Video

Foundation of Data Science

Explore probability, optimization, and linear algebra for AI and ML, covering hypothesis testing, data visualization, and practical applications using Excel.

• Swayam
• 8 weeks
• On-Demand
• Free Online Course

NPTEL;  IIT Kharagpur

Probability & Random Variables

Comprehensive exploration of probability theory, random variables, and stochastic processes, covering fundamental concepts to advanced topics like spectral analysis and adaptive filtering.

• YouTube
• 1 day 16 hours
• On-Demand
• Free Video

NPTEL;  IIT Kharagpur

Mathematics - Probability and Statistics

Comprehensive exploration of probability and statistics, covering set theory, probability laws, distributions, sampling, descriptive statistics, estimation, and hypothesis testing.

• YouTube
• 1 day 14 hours
• On-Demand
• Free Video

NPTEL;  IIT Madras

Probability Foundation for Electrical Engineers

Comprehensive exploration of probability theory for electrical engineers, covering fundamental concepts, random variables, expectation, and limit theorems with rigorous mathematical foundations.

• YouTube
• 1 day 14 hours
• On-Demand
• Free Video

NPTEL;  IIT Kharagpur

Estimation of Signals and Systems

This course covers lessons on probability theory, random variables, mean and variance, linear signal models, z-transform, Kalman filter, variants of least squares estimation, and estimation problems in instrumentation and control.

• YouTube
• 1 day 2 hours
• On-Demand
• Free Video

The Laws of Life, Time and Chance

Explore the intersection of physics and biology, uncovering mathematical frameworks for understanding life, time, and probability. Discover how chance governs cellular behavior and impacts complex biological phenomena.

• YouTube
• 48 minutes
• On-Demand
• Free Video