python学习资源集锦：深度学习，机器学习及全栈

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

• wtfPython: A collection of interesting, subtle, and tricky Python snippets

Structure

• Alice in Python projectland: A comprehensive guide for how to go from Python scripts to a packaged project.

List

• Python List Comprehension Tutorial

Class

• Enriching Your Python Classes With Dunder (Magic, Special) Methods

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

• Python Excel Tutorial: The Definitive Guide - Karlijn Willems
• Google Sheets and Python

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

• Learn Blockchains by Building One
• Let’s Build the Tiniest Blockchain

Video Sythesizer

• Building a Video Synthesizer in Python

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

• The Big Ol’ List of Rules
• Developing RESTful APIs with Python and Flask

NumPy

• From Python to Numpy
• Exploring Line Lengths in Python Packages

NashPy

• Nashpy - Tutorial: building and finding the equilibrium for a simple game

Markov Process

• Simulating Chutes & Ladders in Python

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
• How Did Python Become A Data Science Powerhouse?