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入门必备!7个Github上的Python练手项目，Star过万，推荐收藏

off999 2024-12-18 16:15 42 浏览 0 评论

刚入门Python的朋友，想知道自己学的怎么样，但无从入手，怎么办？

推荐试试下面这7个Github上的python入门项目或教程，可以帮助你更有效的学习和掌握python。

全文干货，建议收藏。

1. Python

url: https://github.com/TheAlgorithms/Python
star: 148000
fork: 38000
watch: 5900

用 Python 实现所有算法。该项目是用 Python 语言实现各种算法的集合，主要用于教育和学习。包括搜索、排序、数据结构、机器学习、密码、神经网络等方面。

2. Python-100-Days

url: https://github.com/jackfrued/Python-100-Days
star: 127000
fork: 47000
watch: 6200

《Python100天从新手到大师》的电子书，作为Python的入门学习资料，学习难度较低。新手也能较快上手学习。

3. learn-python

url: https://github.com/trekhleb/learn-python
star: 13000
fork: 2200
watch: 724

本免费教程是一份以代码和注释作讲解的Python学习资料。Python所有语法和知识点，都采用了实战代码为例进行讲解，配合注释和参考资料服用，让你快速上手掌握Python基础知识。

此项目既是新手学习Python的资料教程，也是未来回顾知识点时的速查表。

"""WHILE statement
@see: https://docs.python.org/3/tutorial/controlflow.html
@see: https://docs.python.org/3/reference/compound_stmts.html#the-while-statement
The while loop executes as long as the condition remains true. In Python, like in C, any
non-zero integer value is true; zero is false. The condition may also be a string or list
value, in fact any sequence; anything with a non-zero length is true, empty sequences are
false.
The test used in the example is a simple comparison. The standard comparison operators are
written the same as in C: < (less than), > (greater than), == (equal to), <= (less than or
equal to), >= (greater than or equal to) and != (not equal to).
"""

def test_while_statement():
    """WHILE statement"""

    # Let's raise the number to certain power using while loop.
    number = 2
    power = 5

    result = 1

    while power > 0:
        result *= number
        power -= 1

    # 2^5 = 32
    assert result == 32

4. MLAlgorithms

url: https://github.com/rushter/MLAlgorithms
star: 9000
fork: 1600
watch: 414

常见的机器学习算法，Python 实现：

Deep learning (MLP, CNN, RNN, LSTM)
Linear regression, logistic regression
Random Forests
Support vector machine (SVM) with kernels (Linear, Poly, RBF)
K-Means
等等

5. practical-python

url: https://github.com/dabeaz-course/practical-python
star: 8000
fork: 4800
watch: 344

作者David Beazley是《Python Cookbook 第三版》、《Python 参考手册》的作者。该开源项目是Python的免费入门级教程，教程经过教学实践，包含课后练习。

教程目录如下：

6. python-small-examples

url: https://github.com/jackzhenguo/python-small-examples
star: 7200
fork: 1700
watch: 284

Python 有趣实用的代码示例集合。涉及Python的基本操作、函数和模块的常见用法、面向对象、正则、装饰器等知识点。

Python 代码如下：

# pyecharts 绘制水球图示例
from pyecharts import options as opts
from pyecharts.charts import Liquid, Page
from pyecharts.globals import SymbolType

def liquid() -> Liquid:
    c = (
        Liquid()
        .add("lq", [0.67, 0.30, 0.15])
        .set_global_opts(title_opts=opts.TitleOpts(title="Liquid"))
    )
    return c

liquid().render('./img/liquid.html')