Projects in Awesome Lists by weijie-chen

https://github.com/weijie-chen/linear-algebra-with-python

Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assistance of Python computation and visualization.

computational-science data-analysis data-science data-visualization diagonalization eigenvalues eigenvectors gram-schmidt jupyter linear-algebra linear-transformations mathematics matrix matrix-calculations multivariate-normal-distribution null-space python singular-value-decomposition symmetric-matrices vector-space

Last synced: 15 May 2025

https://github.com/weijie-chen/Linear-Algebra-With-Python

Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assistance of Python computation and visualization.

computational-science data-analysis data-science data-visualization diagonalization eigenvalues eigenvectors gram-schmidt jupyter linear-algebra linear-transformations mathematics matrix matrix-calculations multivariate-normal-distribution null-space python singular-value-decomposition symmetric-matrices vector-space

Last synced: 27 Mar 2025

https://github.com/weijie-chen/econometrics-with-python

Tutorials of econometrics featuring Python programming. This is a crash course for reviewing the most important concepts and techniques of basic econometrics, the theories are presented lightly without hustles of derivation and Python codes are straightforward.

data-analysis data-science econometrics economics python statistics time-series

Last synced: 05 Apr 2025

https://github.com/weijie-chen/basic-statistics-with-python

Introduction to statistics featuring Python. This series of lecture notes aim to walk you through all basic concepts of statistics, such as descriptive statistics, parameter estimations, hypothesis testing, ANOVA and etc. All codes are straightforward to understand.

anova-analysis data-science descriptive-statistics econometrics frequentist-statistics hypothesis-testing mathematics parameter-estimation probability

Last synced: 14 Aug 2025

https://github.com/weijie-chen/bayesian-statistics-econometrics

Bayesian Statistics-Econometrics

bayesian-inference bayesian-methods bayesian-statistics econometrics statistics

Last synced: 25 Jul 2025

https://github.com/weijie-chen/time-series-and-financial-engineering-with-python

A series of lessons on time series analysis with Python

Last synced: 10 Oct 2025

https://github.com/weijie-chen/probability_theory

A quick introduction to all most important concepts of Probability Theory, only freshman level of mathematics needed as prerequisite.

econometrics mathematics probabilistic-models probability probability-distribution probability-theory statistics

Last synced: 01 May 2025

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