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Probability Distributions - Mean, Variance, MGF Derivation
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Comprehensive video series on deriving mean, variance, and moment generating functions for various probability distributions, covering normal, binomial, Poisson, and more.
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22
Lesons
8 hours
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
Method of Moments Topics
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Explore estimation techniques for various probability distributions using the Method of Moments, including gamma, uniform, normal, binomial, and Pareto.
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5
Lesons
30 minutes
On-Demand
Free-Video
Professor Knudson
Maximum Likelihood Estimation
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Explore maximum likelihood estimation through examples of binomial, Poisson, and uniform distributions, enhancing statistical analysis skills.
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5
Lesons
30 minutes
On-Demand
Free-Video
Statistics
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Learn fundamental probability concepts, distributions, and statistical methods through clear explanations and practical examples.
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9
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
The Julia Programming Language
Sampling and Random Variables in Julia - Lecture 9
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Explore random sampling, probability distributions, and data visualization techniques using Julia, covering topics from basic coin tosses to complex probability densities and histogram normalization.
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12
Lesons
56 minutes
On-Demand
Free-Video
The Julia Programming Language
Probability via Computation - Week 4
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Explore probability concepts through computational methods, covering random sampling, Monte Carlo simulations, Bernoulli trials, and the Central Limit Theorem with practical examples and visualizations.
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14
Lesons
26 minutes
On-Demand
Free-Video
jbstatistics
Continuous Probability Distributions
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Explore continuous probability distributions, including uniform, normal, chi-square, t, and F. Learn to calculate probabilities, percentiles, means, and variances using integration techniques.
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9
Lesons
1 hour 30 minutes
On-Demand
Free-Video
Insights into Mathematics
The Sign Rule and Continuous Probability Distributions - Probability and Statistics
0
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Explore sign rule, continuous probability distributions, uniform and normal distributions, and key concepts like mean and variance for continuous random variables in probability and statistics.
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8
Lesons
50 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
TheIACR
Private Aggregation from Fewer Anonymous Messages
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Explore innovative techniques for private data aggregation, focusing on reducing anonymous messages while maintaining accuracy and privacy in distributed systems.
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5
Lesons
25 minutes
On-Demand
Free-Video
Ryan O'Donnell
Quantum "Supremacy" - Lecture 25 of Quantum Computation at CMU
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Explore quantum supremacy, its challenges, and implications in computational theory. Delve into error correction, threshold theorems, and the potential of quantum systems.
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14
Lesons
1 hour 21 minutes
On-Demand
Free-Video
UofU Data Science
Continuous Random Variables and Probability Distributions - Lecture 7A
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Master continuous random variables, probability density functions, and cumulative distribution functions while exploring uniform distribution concepts and practical applications.
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1
Lesons
1 hour 19 minutes
On-Demand
Free-Video
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