Welcome to imbalanced-learn documentation!

http://contrib.scikit-learn.org/imbalanced-learn/

In an ideal world, we would have perfectly balanced datasets and we would all train models and be happy. Unfortunately, the real world is not like that, and certain tasks favor very imbalanced data. For example, when predicting fraud in credit card transactions, you would expect that the vast majority of the transactions (+99.9%?) are actually legit. Training ML(machine_learning) algorithms naively will lead to dismal performance, so extra care is needed when working with these types of datasets.

Imbalanced-learn is a Python package which offers implementations of some of those techniques, to make your life much easier.

FlashText’s documentation

http://flashtext.readthedocs.io/en/latest/

This module can be used to replace keywords in sentences or extract keywords from sentences. It is based on the FlashText algorithm.

Creating an Executable from a Python Script

Python is one of my favorite programming languages. That being said, if you've ever had to deploy an application written in Python then you know just how painful it can be.

Fortunately, there are some pretty awesome open-source tools that can be used to package a Python program into a standalone binary executable that contains everything needed to run the application (i.e. Python interpreter, program code, libraries, data, etc.).

Cython_C-Extentions_for_Python

http://cython.org

About Cython

Cython is an optimising static compiler for both the Pythonprogramming language and the extended Cython programming language (based on Pyrex). It makes writing C extensions for Python as easy as Python itself.

Cython gives you the combined power of Python and C to let you

• write Python code that calls back and forth from and to C or C++ code natively at any point.
• easily tune readable Python code into plain C performance by adding static type declarations.
• use combined source code level debugging to find bugs in your Python, Cython and C code.
• interact efficiently with large data sets, e.g. using multi-dimensional NumPy arrays.
• quickly build your applications within the large, mature and widely used CPython ecosystem.
• integrate natively with existing code and data from legacy, low-level or high-performance libraries and applications.

Creating a News Feed App with React and Redux

https://medium.com/@velocity360/creating-a-news-feed-app-with-react-and-redux-58a0404ee75d

In this tutorial, we are going to create a simple application which fetches data from various RSS feeds of the user’s choice and displays the results in a web based interface. By following along, you will gain familiarity with both some simple and advanced concepts such as React, Redux, handling network requests with React, async actions, etc. We are learning by building a fully functioning and deployed application, instead of spending too much time on theory. If you really want to dig into theory and understand the underlying technologies my fully, I recommend reading through the React and Redux docs. For the full video series of this tutorial, click here:

introducing-react-redux

https://thinkster.io/tutorials/setting-up-react-redux/introducing-react-redux

The react-redux module is the "official bindings" between react and redux. It adds some useful syntactic sugar for binding your components to your redux state. The Provider component that you get from react-redux is how you tell react-redux about your redux store.

Internet History, Technology, and Security, Python for Everybody, and Web Applications for Everybody

https://online.dr-chuck.com/about.php

This is the web site of the "University of Dr. Chuck". I teach a number of free/online/open courses based on free and open materials and this site is the course catalog for my free courses.

redux

https://redux.js.org/

Redux is a predictable state container for JavaScript apps.
(Not to be confused with a WordPress framework – Redux Framework.)

It helps you write applications that behave consistently, run in different environments (client, server, and native), and are easy to test. On top of that, it provides a great developer experience, such as live code editing combined with a time traveling debugger.

getting-started-with-redux

https://egghead.io/courses/getting-started-with-redux

In this comprehensive tutorial, Dan Abramov - the creator of Redux - will teach you how to manage state in your React application with Redux.

State management is absolutely critical in providing users with a well-crafted experience with minimal bugs.

build-react-redux-component

https://codepen.io/allanpope/post/build-react-redux-component

After hearing a lot about React & Redux recently I decided to play around with it and try to build something to see what it's like. This article covers the things I've learnt so far and will give you the knowledge and foundations to build a basic application.