PinnedSalma El ShahawyinTowards Data ScienceHow to Set up Python3 the Right Easy Way!A comprehensive guide that helps data scientists to set up their python developmenvironment to share reproducible notebooks.Dec 12, 20209Dec 12, 20209
Salma El ShahawyinGeek CultureHow to schedule the ETL jobs on AWS The Easy wayA step-by-step guide to automating data extraction jobs from the Ec2 in 5 minutesAug 5, 2021Aug 5, 2021
Salma El ShahawyinTowards Data ScienceHow to Create Machine Learning UIs the Easy WayHow I built a great UI for a complicated sketch recognition modelMar 6, 2021Mar 6, 2021
Salma El ShahawyinTowards Data ScienceHow to Get the Most of the ML EnsemblesLessons from Kaggle: Compare ensembles algorithms in terms of model accuracy, robustness, and generalization. Implementation included!Feb 13, 20212Feb 13, 20212
Salma El ShahawyinTowards Data ScienceBuild an Awesome UI for your Machine Learning ModelsA step-by-step guide for quickly building a great UI for a PDF-to-audiobook converter, deployment steps included.Jan 29, 2021Jan 29, 2021
Salma El ShahawyinTowards Data ScienceHow to Get the Most of the Machine Learning ModelsLessons I learned from Kaggle to enhance the final model performance. Each evaluation strategy’s pros and cons and when to use each one…Jan 23, 2021Jan 23, 2021
Salma El ShahawyinTowards Data ScienceSetting up python environment using Github actions.This article aims to automate the machine learning projects hosted on GitHub and reducing code breaking via pull requests.Jan 2, 2021Jan 2, 2021
Salma El ShahawyinTowards Data ScienceMultiprocessing and Pickle, How to Easily fix that?This article will discuss the proper ways for serialization considering multiprocessing tasks. The more robust serialization package dill…Dec 19, 20201Dec 19, 20201
Salma El ShahawyinTowards Data ScienceHow To Rock A categorical encoding That Will Save You Tons Of TimeA comparison between categorical encoding strategies. This guide aims to assist you picking the right strategy based on your application.Dec 7, 20201Dec 7, 20201
Salma El ShahawyinTowards Data ScienceHow to deploy your first Machine learning models — Part#2Deploy the Machine Learning API to Heroku using the CircleCI pipeline with fewer command.Nov 11, 2020Nov 11, 2020