| S.N | Folder | Folder/Files | Usage |
|---|---|---|---|
| 1 | Control System | nyquist.ipynb | Nyquist plot |
| ctrl_system.ipynb | control system pratice | ||
| first&secondorder.ipynb | first and second order system | ||
| rootlocus.py | rootlocus plotting | ||
| 2 | Dr.Semmelweis and the Discovery of Handwashing | notebook.ipynb | Project done from datacamp |
| 3 | Mathematics_for_ML | image_manupulation.ipynb | image manupulation using linalgebra |
| vectors_and_manupulation.ipynb | vectors and it's manupulation | ||
| Solution of NonLinear | |||
| 4 | Numerical_Methods | bisection.py | bisection method |
| newtonFractal.py | newton fractal plotting | ||
| newton.py | newton's method | ||
| plotting.ipynb | comparision of non-linear solution methods | ||
| regulaFalsi.py | regula falsi method | ||
| secant.py | secant method | ||
| Solution of Numerical Differentitaion | |||
| finitediffrencewitheqn.ipynb | calculating differentiation with right, left and central difference | ||
| finitediffwithdatapoints.ipynb | calcuating with the data points | ||
| integration.ipynb | Some Numerical Integrations with trapazoids, reimann right and left | ||
| Solution of ODE'S | |||
| 5 | Python_For_Control_Engineering | math.ipynb | math some plotting pratice |
| 6 | Statistics | coin_flipping_simulation | simulation of how the probabilty of flipping two coin converges to 0.25 over time |
| linear | linear regression pratice | ||
| poission_distribution | poission distribution pratice | ||
| probability_distribution | different probability distribution | ||
| songs.dataset | simple song dataset project of statistics | ||
| 7 | matplotlib.py | complex_analysis | complex analysis testing pratice |
| complex | complex number plotting | ||
| matplotlib.ipynb | matplotlib trying initial days | ||
| plotting_graph_for_firsttime | plotting graph first time | ||
| 8 | numpy | basic_numpy | basic numpy operation at initial phase of learning |
| 9 | opencv | Pratice Examples Learned from FreeCodeCamp YoutubeChannel | some pratice codes |
| 10 | projectCG | Creating a 3d render engine as my 4th semester graphics project |
Some Extra Unordered Files
"Logistic Map" I prefer calling it an equation of free will. Because it's so unpredictable. The equation goes like
Xn+1=lamdaXn(1-Xn) where Xn is a number between zero and one, which represents the ratio of the existing population to the maximum possible population. Here lambda can take up to the range from 0 < lambda < 4. Basically, we provide the initial value of Xn and the range of lambda and whenever we try to plot this simple non-linear dynamic equation we can see chaotic behavior.
- Usage:- The equation which can be used to predict future populations based on past statistics.A simple model for studying nonlinear dynamics. Which can be used in various fields like economics, population, physics etc.
- fft
involves the manipulation of signals.
- TOH
- heateqn
- waveeqn