tirthajyoti/Optimization-Python

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Jupyter Notebook
License
MIT License
Created about 6 years ago
Updated about 3 years ago

tirthajyoti/Optimization-Python

tirthajyoti

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General optimization (LP, MIP, QP, continuous and discrete optimization etc.) using Python

Optimization-Python

General optimization (LP, MIP, QP etc.) examples using Python.

Fast optimization for complex simulations using Scipy interpolate

Please feel free to connect with me here on LinkedIn if you are interested in data science, machine learning.

Requirements

Python 3+
scipy (pip install scipy)
numpy (pip install numpy)
PuLP (pip install pulp)
CVXPY (pip install cvxpy)

My Medium articles on optimization

Read my article on Medium about optimization in machine learning algorithms

Read my article on Medium about optimization with SciPy

Read my article on Medium about stock market portfolio optimization with CVXPY

Read my article on Medium about linear programming with PuLP

Machine-Learning-with-Python

Practice and tutorial-style notebooks covering wide variety of machine learning techniques

Jupyter Notebook

Data-science-best-resources

Carefully curated resource links for data science in one place

Papers-Literature-ML-DL-RL-AI

Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

Stats-Maths-with-Python

General statistics, mathematical programming, and numerical/scientific computing scripts and notebooks in Python

Jupyter Notebook

Deep-learning-with-Python

Deep learning codes and projects using Python

Jupyter Notebook

Spark-with-Python

Fundamentals of Spark with Python (using PySpark), code examples

Jupyter Notebook

pydbgen

Random dataframe and database table generator

Web-Database-Analytics

Web scrapping and related analytics using Python tools

Jupyter Notebook

UCI-ML-API

Simple API for UCI Machine Learning Dataset Repository (search, download, analyze)

Design-of-experiment-Python

Design-of-experiment (DOE) generator for science, engineering, and statistics

Jupyter Notebook

DS-with-PySimpleGUI

Data science and Machine Learning GUI programs/ desktop apps with PySimpleGUI package

Jupyter Notebook

Interactive_Machine_Learning

IPython widgets, interactive plots, interactive machine learning

Jupyter Notebook

doepy

Design of Experiment Generator. Read the docs at: https://doepy.readthedocs.io/en/latest/

PyTorch_Machine_Learning

Machine learning, Deep Learning, CNN with PyTorch

Jupyter Notebook

Synthetic-data-gen

Various methods for generating synthetic data for data science and ML

Jupyter Notebook

Finance-with-Python

Financial data analytics with Python

Jupyter Notebook

Covid-19-analysis

Analysis with Covid-19 data

Jupyter Notebook

Julia-data-science

Data science and numerical computing with Julia

Jupyter Notebook

R-stats-machine-learning

Misc Statistics and Machine Learning codes in R

Algorithm-Data-Structures-Python

Various useful data structures in Python

Jupyter Notebook

TensorFlow_Basics

Basic TensorFlow mechanics, operations, class definitions, and neural networks building. Examples from deeplearning.ai Tensorflow course using Google Colab platform.

Jupyter Notebook

Scikit-image-processing

Image processing examples with Numpy, Scipy, and Scikit-image

Jupyter Notebook

Digital-Twin

Digital twin with Python

Jupyter Notebook

mlr

Multiple linear regression with statistical inference, residual analysis, direct CSV loading, and other features

Packt-Data_Wrangling

Code repo for Packt course I developed, "Beginning Data Wrangling with Python"

Jupyter Notebook

ML-apps-with-Streamlit

Building simple ML apps with Streamlit

PyScript-examples

Examples of web pages developed with PyScript framework

tirthajyoti.github.io

Tirthajyoti's Home Page about machine learning, statistics, analytics

Algorithm_Maths_Python

General math scripts and important algorithms' implementation in Python 3

Jupyter Notebook

Symbolic-computation-Python

Symbolic computation using SymPy and various applications

Jupyter Notebook

RL_basics

Basic Reinforcement Learning algorithms

Jupyter Notebook

GradDescent

MATLAB implementation of Gradient Descent algorithm for Multivariate Linear Regression

Convolutional-Networks

Various conv nets using TensorFlow, Keras, or other tools

Jupyter Notebook

Dask-analytics-ML

Data science and ML with Dask

Jupyter Notebook

Magnimind-Stats-Bootcamp-Jan-2020

Magnimind Bootcamp Stats for Data Science

Jupyter Notebook

PyWebIO

Web apps generated by pure Python script using PyWebIO

Scikit-image-book

Scikit-image-book-built-with-Jupyter-book

Jupyter Notebook

Stats_data_science_ValleyML

Notebooks for the ValleyML Bootcamp (Aug 2019) "Statistical methods for data science"

Jupyter Notebook

Randomized_Optimization

Randomized optimization techniques for NN and other problems

HyperparameterLearningTF

Learning the impact of Hyperparameters in a deep learning model

Jupyter Notebook

D3.js-examples

Simple D3.js code examples

MNIST_digit_recognition

MNIST hand-written digit recognition by fully-connected and convolutional neural networks - boiler plate code for easy reproduction and tutorial purpose.

Jupyter Notebook

tirthajyoti

DeepNetworksR

Multi-layer neural networks code examples in R

Random_Function_Generator

Random function generator, with generation by symbolic input

Jupyter Notebook

Stanford-SCI-52

Jupyter Notebook

Gradio-apps

Python web apps built with Gradio

mldsutils

My own ml and ds utils package

Jupyter Notebook

ghPage-test

test for gh pages

FunnyWordGen

Funny word (random) generator using Python 3

Saturn-cloud

Write-ups for Saturn-cloud