SusoINC / machine-learning

Practical Full-Stack Machine Learning

Machine Learning

General

Article	Notebook / source code
Create Virtual Environment using “virtualenv” and add it to Jupyter Notebook	N/A
Create Virtual Environment using “conda” and add it to Jupyter Notebook	N/A

Data Analysis

Tutorials

Article	Notebook / source code
Using Pandas pipe function to improve code readability	notebook
Using Pandas method chaining to improve code readability	notebook
What is One-Hot Encoding and how to use Pandas get_dummies function	notebook
7 setups you should include at the beginning of a data science project	notebook
6 Pandas Tricks you should know to speed up your data analysis	notebook
4 tricks you should know to parse date columns with Pandas read_csv()	notebook
Pandas read_csv() tricks you should know	notebook
Working with datetime in Pandas DataFrame	notebook
When to use Pandas transform() function	notebook
Difference between apply() and transform() in Pandas	notebook
Introduction to Pandas apply(), applymap(), and map()	TBA soon
Working with missing values in Pandas	TBA soon
Pandas Equivalents of various SQL queries	TBA soon
A Practical Introduction to Pandas pivot_table()	notebook
Creating conditional columns on Pandas with Numpy select() and where() methods	notebook
How to do a Custom Sort on Pandas DataFrame	notebook
Pandas concat() tricks you should know to speed up your data analysis	notebook
Pandas resample() tricks you should know for manipulating time-series data	notebook
All the Pandas merge() you should know for combining datasets	notebook
All the Pandas shift() you should know	notebook
All Pandas read_html() you should know for scraping data from HTML tables	notebook
How to convert JSON into a Pandas DataFrame?	notebook
A Practical Introduction to Pandas Series	notebook
Pandas cut() to transform numerical data into categorical data	notebook
Pandas json_normalize() for flattening JSON	notebook
Renaming columns in a Pandas DataFrame	notebook
Pandas groupby() for grouping data and performing operations	notebook
Pandas loc and iloc for selecting data	notebook
Accessing data in a MultiIndex DataFrame	notebook
Finding and removing duplicate rows in Pandas DataFrame	notebook
10 tricks for Converting data to a numeric type in Pandas	notebook
10 tricks for Converting numbers and strings to datetime in Pandas	notebook

Applied Data Analysis and EDA

Article	Notebook / source code
COVID-19 data processing with Pandas DataFrame	TBA soon

Web scraping

Article	Notebook / source code
Scraping tables from a JavaScript webpage using Selenium, BeautifulSoup, and Pandas	notebook

Data Visualization

Article	Notebook / source code
Python Interactive Data Visualization with Altair	Gist
Interactive Data Visualization for exploring Coronavirus Spreads	Gist

TensorFlow in practice

Article	Notebook / source code
The Google's 7 steps of Machine Learing in Practice	notebook
3 ways to create a Machine Learning model with Keras and TensorFlow 2.0	notebook
Model Regularization in practice	notebook
Batch Normalization in practice	notebook
Early Stopping in practice	notebook
Learning Rate schedules in Practice	notebook
Keras Callbacks in Practice	notebook
Keras Custom Callbacks	notebook
7 popular activation functions in Deep Learning	notebook
Why ReLU in Deep Learning and the best practice	notebook

Scikit-Learn in practice

PyTorch in practice