Probability & Random Variables

Video Lectures

Displaying all 40 video lectures.
Lecture 1
Introduction to the Theory of Probability
Play Video		 Introduction to the Theory of Probability
Lecture 2
Axioms of Probability
Play Video		 Axioms of Probability
Lecture 3
Axioms of Probability (Contd.)
Play Video		 Axioms of Probability (Contd.)
Lecture 4
Introduction to Random Variables
Play Video		 Introduction to Random Variables
Lecture 5
Probability Distributions and Density Functions
Play Video		 Probability Distributions and Density Functions
Lecture 6
Conditional Distribution and Density Functions
Play Video		 Conditional Distribution and Density Functions
Lecture 7
Function of a Random Variable
Play Video		 Function of a Random Variable
Lecture 8
Function of a Random Variable (Contd.)
Play Video		 Function of a Random Variable (Contd.)
Lecture 9
Mean and Variance of a Random Variable
Play Video		 Mean and Variance of a Random Variable
Lecture 10
Moments
Play Video		 Moments
Lecture 11
Characteristic Function
Play Video		 Characteristic Function
Lecture 12
Two Random Variables
Play Video		 Two Random Variables
Lecture 13
Function of Two Random Variables
Play Video		 Function of Two Random Variables
Lecture 14
Function of Two Random Variables (Contd.)
Play Video		 Function of Two Random Variables (Contd.)
Lecture 15
Correlation Covariance and Related Innver
Play Video		 Correlation Covariance and Related Innver
Lecture 16
Vector Space of Random Variables
Play Video		 Vector Space of Random Variables
Lecture 17
Joint Moments
Play Video		 Joint Moments
Lecture 18
Joint Characteristic Functions
Play Video		 Joint Characteristic Functions
Lecture 19
Joint Conditional Densities
Play Video		 Joint Conditional Densities
Lecture 20
Joint Conditional Densities (Contd.)
Play Video		 Joint Conditional Densities (Contd.)
Lecture 21
Sequences of Random Variables
Play Video		 Sequences of Random Variables
Lecture 22
Sequences of Random Variables (Contd.)
Play Video		 Sequences of Random Variables (Contd.)
Lecture 23
Correlation Matrices and their Properties
Play Video		 Correlation Matrices and their Properties
Lecture 24
Correlation Matrices and their Properties
Play Video		 Correlation Matrices and their Properties
Lecture 25
Conditional Densities of Random Vectors
Play Video		 Conditional Densities of Random Vectors
Lecture 26
Characteristic Functions and Normality
Play Video		 Characteristic Functions and Normality
Lecture 27
Thebycheff Inquality and Estimation
Play Video		 Thebycheff Inquality and Estimation
Lecture 28
Central Limit Theorem
Play Video		 Central Limit Theorem
Lecture 29
Introduction to Stochastic Process
Play Video		 Introduction to Stochastic Process
Lecture 30
Stationary Processes
Play Video		 Stationary Processes
Lecture 31
Cyclostationary Processes
Play Video		 Cyclostationary Processes
Lecture 32
System with Random Process at Input
Play Video		 System with Random Process at Input
Lecture 33
Ergodic Processes
Play Video		 Ergodic Processes
Lecture 34
Introduction to Spectral Analysis
Play Video		 Introduction to Spectral Analysis
Lecture 35
Spectral Analysis Contd.
Play Video		 Spectral Analysis Contd.
Lecture 36
Spectrum Estimation - Non Parametric Methods
Play Video		 Spectrum Estimation - Non Parametric Methods
Lecture 37
Spectrum Estimation - Parametric Methods
Play Video		 Spectrum Estimation - Parametric Methods
Lecture 38
Autoregressive Modeling and Linear Prediction
Play Video		 Autoregressive Modeling and Linear Prediction
Lecture 39
Linear Mean Square Estimation - Wiener (FIR)
Play Video		 Linear Mean Square Estimation - Wiener (FIR)
Lecture 40
Adaptive Filtering - LMS Algorithm
Play Video		 Adaptive Filtering - LMS Algorithm