Python Machine Learning & Data Science
Hands-on guides to predictive modeling, deep learning, data visualization with Matplotlib, and data analysis with Pandas.
🧠 Machine Learning Algorithms
🐼 Data Analysis with Pandas
📊 Visualization with Matplotlib
🗣️ Natural Language Processing & Vision
- NLTK Tokenization
- NLTK Stop Words
- Word Stemming
- Part-of-Speech Tagging
- Sentiment Analysis
- NLP Text Prediction
- Word Cloud Generation
- Face Detection in Video
- Template Matching
- Car Tracking with OpenCV
Tools for practising
Practice the maths
Graded Python and data exercises that run in the browser.
Open PyChallenge
SQLCrab
An SQL editor in the browser. Write a query, run it against real sample tables, see the rows back.
Open SQLCrab
PracticeLinux
A real Linux terminal in the browser. Install packages, start services and break things without touching your own machine.
Open a sandbox
Compare the tools
What each one is for, and which tutorial it fits best with.
Read the guide