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Beginner
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《Python Crash Course: A Hands-On, Project-Based Introduction to Programming for begainners》
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《STARTING OUT WITH PYTHON (4TH EDITION)》
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- Amazon
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《Automate the Boring Stuff with Python: Practical Programming for Total Beginners 》
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- Amazon
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《Python Cookbook: Recipes for Mastering Python 3 Paperback 》
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Recommended Learning
A) REST APIs: Build professional REST APIs with Python, Flask, Flask-RESTful, and Flask-SQLAlchemy. [12,602 recommends, 4.6/5 stars]
B) Algorithmic Trading: Python for Financial Analysis and Algorithmic Trading: Learn numpy , pandas , matplotlib , quantopian , finance. [18,077 recommends, 4.6/5 stars]
Algorithm
- Interactive Python coding interview challenges (algorithms and data structures)
- Algorithms: Minimal examples of data structures and algorithms in Python
- Pygorithm: A fun way to learn all major Python algorithms
Guide
Structure
List
Class
Web Scraping
- Web Scraping With Python: Scrapy, SQL, Matplotlib To Gain Web Data Insights
- Advanced Web Scraping: Bypassing "403 Forbidden," captchas, and more
- Mastering Python Web Scraping: Get Your Data Back
Automation
- Wedding at Scale: How I Used Twilio, Python and Google to Automate My Wedding
- How I used Python to find interesting people to follow on Medium
Bot
- Making a Reddit + Facebook Messenger Bot
- My open source Instagram bot (written in Python) got me 2,500 real followers for $5 in server costs
Spreasheet
Finance
- Python For Finance: Algorithmic Trading
- Intro and Getting Stock Price Data - Python Programming for Finance p.1 - Sentdex
- Analyzing Cryptocurrency Markets Using Python
Blockchain
Video Synthesizer
Performance
- A million requests per second with Python
- Yes, Python is Slow, and I Don’t Care
- Memoization in Python: How to Cache Function Results – Dan Bader
Django
- A Complete Beginner's Guide to Django - Part 1
- Build a REST API with Django – A Test Driven Approach: Part 1
Flake
NumPy
NashPy
Markov Process
Data Analysis
- Exploring United States Policing Data Using Python
- Analyzing 1000+ Greek Wines With Python
- How to Generate FiveThirtyEight Graphs in Python
- Playing with 80 Million Amazon Product Review Ratings Using Apache Spark with Python
- Fast GeoSpatial Analysis in Python
- Planet: Understanding the Amazon from Space, 1st Place Winner's Interview
Get Started
- Learning Python: From Zero to Hero
- A List of Non Trivial Python Exercises
- API Design: Think First, Code Later
- The Hitchhiker’s Guide to Machine Learning in Python
- How to learn Python programming: 6 experienced Python developers share their learning tips
- you can find out How Did Python Become A Data Science Powerhouse?
Net Practice (for Python)
"It's better to sweat now than to bleed later" *Practice Here on Hackerrank *Practice Here on Hackerearth