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These are the Jupyter notebook versions of my original blog posts at www.dantoudai.wordpress.com.

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# My Blog Posts

This repository contains the updated Jupyter notebook versions of my original blog posts at https://dantoudai.wordpress.com
Some of my posts have also been published on Medium: https://medium.com/@natsunoyuki

This repository is a direct result of the various difficulties I encountered writing Python code and mathematical equations on Wordpress.
The original blog is kept active, and will no longer be updated.

## Contents
### <a href="https://github.com/natsunoyuki/blog_posts/tree/main/data_science" target="_blank">Data Science</a>
#### Data & Analytics
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/The%20Central%20Limit%20Theorem.ipynb" target="_blank">The Central Limit Theorem</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/Geocoding%20Addresses.ipynb" target="_blank">Geocoding Addresses in Python</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/Yahoo%20Finance%20Stock%20Data%20with%20Python.ipynb" target="_blank">Yahoo Finance Stock Data</a>
#### Machine Learning & Statistical Methods
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/Bayesian%20Optimization%20of%20Model%20Hyperparameters.ipynb" target="_blank">Bayesian Optimization of Model Hyperparameters</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/Gaussian%20Process%20Regression%20in%20Python.ipynb" target="_blank">Gaussian Process Regression</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/Hidden%20Markov%20Models%20with%20Python.ipynb" target="_blank">Hidden Markov Models</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/L1%20Norm%20Linear%20Inversion_Regression.ipynb" target="_blank">L1 Norm Linear Regression</a>
#### Case Studies
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/Singapore_resale_flat_prices.ipynb" target="_blank">An Analysis of Singapore Resale Flat Prices</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/data_science/higgs_boson.ipynb" target="_blank">Detecting the Higgs Boson with Machine Learning</a>

***

### <a href="https://github.com/natsunoyuki/blog_posts/tree/main/mathematics" target="_blank">Mathematics</a>
#### Fractals
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/mathematics/The%20Julia%20Set.ipynb" target="_blank">The Julia Set</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/mathematics/The%20Mandelbrot%20Set%20in%20Python.ipynb" target="_blank">The Mandelbrot Set</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/mathematics/Sierpinski's%20Triangle.ipynb" target="_blank">Sierpinski's Triangle</a>
#### Mathematics
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/mathematics/Fourier%20Transforms%20in%20Python.ipynb" target="_blank">Fourier Transforms</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/mathematics/The%20Golden%20Ratio%20Flower.ipynb" target="_blank">The Golden Ratio Flower</a>
#### Probability & Statistics
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/mathematics/Random%20Matrices%20in%20Python.ipynb" target="_blank">Random Matrices</a>

***

### <a href="https://github.com/natsunoyuki/blog_posts/tree/main/physics" target="_blank">Physics</a>
#### Electromagnetism
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/1D%20Electromagnetic%20FDTD%20in%20Python.ipynb" target="_blank">1D Electromagnetic FDTD</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/1D%20Laser%20Simulation%20in%20Python.ipynb" target="_blank">1D Laser FDTD Simulation</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/2D%20Electromagnetic%20FDTD%20in%20Python.ipynb" target="_blank">2D Electromagnetic FDTD</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/2D%20Laser%20FDTD%20Simulation.ipynb" target="_blank">2D Laser FDTD Simulation</a>
#### Kinematics & Dynamical Systems
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/Numerical%20Integration%20of%20ODEs.ipynb" target="_blank">Numerical Integration of ODEs</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/Power%20Series%20Expansion%20Method%20to%20Estimate%20Nonlinear%20ODE%20Parameters.ipynb" target="_blank">Power Series Expansion Method to Estimate Nonlinear ODE Parameters</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/Delay%20Differential%20Equations%20with%20Python.ipynb" target="_blank">Delay Differential Equations</a>
#### Quantum Physics
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/1D%20Time%20Independent%20Schrödinger%20Equation.ipynb" target="_blank">Schrödinger's Python 1 (1D Time Independent Schrödinger Equation)</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/2D%20Time%20Independent%20Schrödinger%20Equation.ipynb" target="_blank">Schrödinger's Python 2 (2D Time Independent Schrödinger Equation)</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/3D%20Time%20Independent%20Schrödinger%20Equation.ipynb" target="_blank">Schrödinger's Python 3 (3D Time Independent Schrödinger Equation)</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/Transfer%20Matrices%20in%20Python.ipynb" target="_blank">Transfer Matrices</a>
#### Statistical Mechanics
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/Markov%20Chain%20Monte%20Carlo.ipynb" target="_blank">Markov Chain Monte Carlo</a>
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/physics/Parallel%20Process%20Monte%20Carlo%20Simulations%20with%20Python.ipynb" target="_blank">Parallel Process Monte Carlo Simulations</a>

***

### <a href="https://github.com/natsunoyuki/blog_posts/tree/main/seismology" target="_blank">Seismology</a>
#### Loading .sac file data
* <a href="https://github.com/natsunoyuki/blog_posts/blob/main/Seismology/Seismic%20Data%20Analysis%20in%20Python.ipynb" target="_blank">Seismic Data Analysis in Python</a>

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