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Statistics and Probability
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Comprehensive exploration of statistical concepts, probability distributions, and analytical techniques, covering key topics from random variables to regression analysis.
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44
Lesons
11 hours
On-Demand
Free-Video
Statistics is Fun A.H
Exponential Distribution
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Learn about the exponential distribution, including its mean, variance, and median, with practical applications and problem-solving techniques.
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6
Lesons
30 minutes
On-Demand
Free-Video
Statistics is Fun A.H
Characteristics Function
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Explore key probability distributions through characteristic functions, including Normal, Cauchy, Exponential, and Uniform, with proofs and examples.
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6
Lesons
1 hour 30 minutes
On-Demand
Free-Video
Statistics is Fun A.H
Maximum Likelihood Estimator Topics
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Explore maximum likelihood estimation for various probability distributions, including gamma, Bernoulli, exponential, and geometric.
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4
Lesons
30 minutes
On-Demand
Free-Video
The Organic Chemistry Tutor
Central Limit Theorem - Sampling Distribution of Sample Means - Stats & Probability
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Comprehensive exploration of the Central Limit Theorem, covering sampling distributions, statistical concepts, and probability problems with practical examples and various distribution types.
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15
Lesons
1 hour 1 minute
On-Demand
Free-Video
Distributions
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Explore key probability distributions, their functions, and applications in statistics through detailed explanations and examples.
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8
Lesons
2 hours 30 minutes
On-Demand
Free-Video
The Organic Chemistry Tutor
Probability Distribution Formulas
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Explore formulas for binomial, geometric, Poisson, uniform, and exponential probability distributions. Master key concepts to solve statistical problems effectively.
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1
Lesons
16 minutes
On-Demand
Free-Video
Institut Henri Poincaré
Ancestors' Genetic Weights in Biparental Populations
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Explore genetic composition in biparental populations using a Moran model. Analyze ancestral genome proportions and their convergence as population size increases.
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1
Lesons
41 minutes
On-Demand
Free-Video
UofU Data Science
Probabilistic Graphical Models and Maximum Likelihood Estimation - Lecture 13
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Dive into probabilistic graphical models, exploring likelihood estimation, Gaussian models, and network structures while learning to analyze real-world data using conditional independence concepts.
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13
Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science
Exponential and Normal Distribution with Sinusoidal Functions - Lecture 7B
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Explore exponential and normal distributions while analyzing the complex function f(x) = (sin(1/x)+1)/1.5, gaining practical insights into probability theory and statistical analysis.
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1
Lesons
1 hour 5 minutes
On-Demand
Free-Video
UofU Data Science
Probability and Statistics: Expectation of Random Variables - Lecture 8
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Master probability concepts through discrete and continuous random variables, exploring Bernoulli, geometric, exponential, and normal distributions with practical examples and linearity principles.
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8
Lesons
1 hour 20 minutes
On-Demand
Free-Video
UofU Data Science
Probability and Statistics: Joint Discrete Random Variables and Distributions - Lecture 9
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Master probability concepts from exponential distribution to joint discrete random variables, including marginal and conditional probability calculations for comprehensive statistical analysis.
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1
Lesons
1 hour 19 minutes
On-Demand
Free-Video
Hausdorff Center for Mathematics
Minimum Entropy of a Log-Concave Random Variable with Fixed Variance
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Delve into the mathematical analysis of log-concave random variables, exploring entropy minimization, channel capacities, and improved entropy power inequalities with practical applications.
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1
Lesons
1 hour 4 minutes
On-Demand
Free-Video
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