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Mattias Villani
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STM
Interactive notebooks for the course Statistical Theory and Modeling at Stockholm University
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1.
The exponential function
This notebook is a fork
Mattias Villani
Mar 5
2.
The logarithm function
This notebook is a fork
Mattias Villani
Mar 20
3.
The derivative
This notebook is a fork
Mattias Villani
Feb 2
4.
Function optimization
This notebook is a fork
Mattias Villani
Mar 13
5.
A function and its derivatives
Mattias Villani
Mar 12
6.
The Riemann integral
This notebook is a fork
Mattias Villani
Nov 15, 2023
7.
The Taylor approximation
This notebook is a fork
Mattias Villani
Mar 12
8.
Bernoulli distribution
This notebook is a fork
Mattias Villani
Sep 4, 2023
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1
9.
Binomial distribution
This notebook is a fork
Mattias Villani
Jan 2, 2024
10.
Poisson distribution
This notebook is a fork
Mattias Villani
Feb 16, 2024
11.
Geometric distribution
This notebook is a fork
Mattias Villani
Sep 4, 2023
12.
Negative binomial distribution
This notebook is a fork
Mattias Villani
Apr 2
13.
Uniform distribution
This notebook is a fork
Mattias Villani
Sep 4, 2023
14.
Triangular distribution
This notebook is a fork
Mattias Villani
Sep 4, 2023
15.
Normal (Gaussian) distribution
This notebook is a fork
Mattias Villani
Feb 16, 2024
16.
Exponential distribution
This notebook is a fork
Mattias Villani
Feb 17, 2024
17.
Gamma distribution
This notebook is a fork
Mattias Villani
Mar 11
18.
Chi2-distribution
This notebook is a fork
Mattias Villani
Feb 18, 2024
19.
Beta distribution
This notebook is a fork
Mattias Villani
Mar 12
20.
Student-t distribution (three-parameter)
This notebook is a fork
Mattias Villani
Feb 3, 2024
21.
Chebyshev's inequality
This notebook is a fork
Mattias Villani
Mar 9
22.
Maximum likelihood - Poisson regression
This notebook is a fork
Mattias Villani
Feb 4, 2024
23.
Central limit theorem
This notebook is a fork
Mattias Villani
Apr 12
24.
Law of Large Numbers
This notebook is a fork
Mattias Villani
Mar 11
25.
Second derivative measures the curvature of a function
This notebook is a fork
Mattias Villani
Aug 19, 2023
26.
Confidence interval for a mean
This notebook is a fork
Mattias Villani
Dec 1, 2023
•
1
27.
Sampling distribution and likelihood function - Bernoulli model
This notebook is a fork
Mattias Villani
Jul 28, 2024
28.
Maximum likelihood - Bernoulli data
This notebook is a fork
Mattias Villani
Nov 18, 2023
29.
Maximum likelihood for iid Poisson data
This notebook is a fork
Mattias Villani
Feb 4, 2024
30.
Multivariate normal distribution
Mattias Villani
Apr 16
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