Probability & Random Variables NPTEL
Online Free Online Course by
World Mentoring Academy
Online
/ Free Online Course
Details
Language: English
Units: 41
Lesson content
- Fun Science: Randomness
- Lec 1 Introduction
- Lec 2 Axioms of Probability
- Lec 3 Axioms of Probability (Contd.)
- Lec 4 Introduction to Random Variables
- Lec 5 Probability Distributions and Density Functions
- Lec 6 Conditional Distribution and Density Functions
- Lec 7 Function of a Random Variable
- Lec 8 Function of a Random Variable (Contd.)
- Lec 9 Mean and Variance of a Random Variable
- Lec 10 Moments
- Lec 11 Characteristic Function
- Lec 12 Two Random Variables
- Lec 13 Function of Two Random Variables
- Lec 14 Function of Two Random Variables (Contd.)
- Lec 15 Correlation Covariance and Related Innver
- Lec 16 Vector Space of Random Variables
- Lec 17 Joint Moments
- Lec 18 Joint Characteristic Functions
- Lec 19 Joint Conditional Densities
- Lec 20 Joint Conditional Densities (Contd.)
- Lec 21 Sequences of Random Variables
- Lec 22 Sequences of Random Variables (Contd.)
- Lec 23 Correlation Matrices and their Properties
- Lec 24 Correlation Matrices and their Properties
- Lec 25 Conditional Densities of Random Vectors
- Lec 26 Characteristic Functions and Normality
- Lec 27 Thebycheff Inquality and Estimation
- Lec 28 Central Limit Theorem
- Lec 29 Introduction to Stochastic Process
- Lec 30 Stationary Processes
- Lec 31 Cyclostationary Processes
- Lec 32 System with Random Process at Input
- Lec 33 Ergodic Processes
- Lec 34 Introduction to Spectral Analysis
- Lec 35 Spectral Analysis Contd.
- Lec 36 Spectrum Estimation - Non Parametric Methods
- Lec 37 Spectrum Estimation - Parametric Methods
- Lec 38 Autoregressive Modeling and Linear Prediction
- Lec 39 Linear Mean Square Estimation - Wiener (FIR)
- Lec 40 Adaptive Filtering - LMS Algorithm
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