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Numpy Roadmap

  • Writer: Sairam Penjarla
    Sairam Penjarla
  • Jun 7, 2024
  • 1 min read

Array Creation Functions

  • numpy.array()

  • numpy.zeros()

  • numpy.ones()

  • numpy.arange()

  • numpy.linspace()


Array Operations

  • ndarray.shape

  • ndarray.reshape()

  • ndarray.sum()

  • ndarray.mean()

  • ndarray.std()


Mathematical Operations

  • numpy.add()

  • numpy.subtract()

  • numpy.multiply()

  • numpy.divide()

  • numpy.dot()

Statistical Functions

  • numpy.min()

  • numpy.max()

  • numpy.median()

  • numpy.percentile()


Linear Algebra Operations

  • numpy.linalg.inv()

  • numpy.linalg.det()


Random Module

  • numpy.random.rand()

  • numpy.random.randn()

  • numpy.random.shuffle()

  • numpy.random.choice()


Others

Matplotlib Roadmap

Basic Plotting matplotlib.pyplot.plot() matplotlib.pyplot.scatter() matplotlib.pyplot.bar() matplotlib.pyplot.hist()...

 
 
Pandas Roadmap

Data Structures pandas.Series() pandas.DataFrame() Data Input/Output pandas.read_csv() pandas.read_excel() DataFrame.to_csv()...

 
 

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