Juan-glitch/machine-learning

Practical Full-Stack Machine Learning

Machine Learning

General Setup

• Create Virtual Environment using “virtualenv” and add it to Jupyter Notebook
• Create Virtual Environment using “conda” and add it to Jupyter Notebook
• 7 ways to load external data into Google Colab

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
8 Commonly used Pandas display options you should know	notebook

Applied Data Analysis and EDA

• COVID-19 data processing with Pandas DataFrame | TBA soon

Web scraping

• Scraping tables from a JavaScript webpage using Selenium, BeautifulSoup, and Pandas | notebook

Data Visualization

Altair

• Python Interactive Data Visualization with Altair | Gist
• Interactive Data Visualization for exploring Coronavirus Spreads | Gist

Matplotlib

• Matplotlib animation in Jupyter Notebook | 📙 Notebook

TensorFlow in practice

• 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