What is the best way to demonstrate a novel Cost Sensitive Learning ?

Datasets for the experiments can be obtained from

USPS datasets
MNIST datasets

Reference

http://www.cenparmi.concordia.ca/~jdong/HeroSvm.html
http://www-i6.informatik.rwth-aachen.de/~keysers/Pubs/SPR2002/comb.html

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Web App Scaling with Flask Blueprint and Namespaces

A real-world Flask-RESTX-based API may have multiple namespaces. The best practice for scaling a web application is to use a blueprint along with multiple namespace. The namespace is used to group a set of CRUD operations for a specific resource. Blueprint can be used to combine (mixing) multiple namespaces. Here’s an example directory structure: project\ ├── app.py # Application file ├── apis # ├── v20 # API directory │ ├── __init__.py │ ├── specs.py # API namespaces and REST methods │ ├── steps.py # API namespaces and REST methods └── v20bp.py # API blueprint file Here is an example app.py. Using a blue print allow you to mount your API on any url prefix. from flask import Flask from apis.v20bp import blueprint as api app = ...

Documenting REST API with Flask-Restx

This tutorial aims to use the Flask-restx library to implement and to document the REST API. Other similar libraries in the Flask framework include the flask_resful and Flask-restplus libraries. The generated document is shown below. All the operations are group into a default namespace. All the CRUD operations get, create, and update (except for the the delete operation) are displayed below. References - https://flask-restx.readthedocs.io/en/latest/ - https://preslav.me/2018/12/02/designing-well-structured-rest-apis-with-flask-restplus-part-1/ - https://www.freecodecamp.org/news/structuring-a-flask-restplus-web-service-for-production-builds-c2ec676de563/ - https://github.com/cosmic-byte/flask-restplus-boilerplate

Display and Print Source Codes

One can use either "a2ps" or "trueprint" to print source codes. Today, I am going to experiment with "trueprint". A decent source code printing program should have the following requirements: Indentation is done correctly. Smart Spacing to avoid leaving out one-two lines of codes in previous page. Be able to convert to pdf or ps Be able to print two pages on one side The following are several examples of using the "trueprint" function: bash >> trueprint --portrait --language=cxx --intelligent-line-wrap --four-up --page-break-after-function --no-cover-sheet --output=EMMUtil_cpp.ps EMMUtil.cpp bash >> ps2pdf EMMUtil_cpp.ps EMMUtil_cpp.pdf bash >> rm EMMUtil_cpp.ps Please read the man page for further explanations. good day !!!

Dwi Sianto

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