Plain python implementations of basic machine learning algorithms

Python implementations of selected Princeton Java Algorithms and Clients by Robert Sedgewick and Kevin Wayne

These are the Python implementations of FIFO, LRU and OPT page replacement algorithms

Algebraic Reconstruction Technique (ART)

A collection of python implementations using SWIG, Instant, F2PY... Optimization like Least Squares Levenberg-Marquardt. Boundary Value problem solvers. Integration Simpson/Trapezoidal. Interpolation like Cubic spline. Tridiagonal/pentadiagonal system of equations solver. Linear algebra like Matrix inversion (Gauss-Jordan) and much more

Unique python implementations

Basic ML algorithms written from scratch in python using numpy.

Dynamic Mode Decomposition (DMD)

python implementations of the Flajolet-Martin, LogLog, SuperLogLog, and HyperLogLog cardinality estimation algorithms, specifically used to estimate the cardinality of unique traffic violations in NYC in the 2019 fiscal year

Fourier transform properties

C++ and Python implementations of converting degrees to quaternion

Python implementations of Deep Learning models and algorithms with a minimum use of external library.

easy graph implementation

k-means / k-means++ / elbow-method

Some python implementations from the book, "Reinforcement Learning: An Introduction" by Andrew Barto and Richard S. Sutton.

💻 Data Structures and Algorithms in Python