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Posted on December 26, 2022 (Updated on July 10, 2025)

NumPy ValueError: operands could not be broadcast together with shapes (1,2) > (1678,2218)

Hiking & Activities

Where operands could not be broadcast together with shapes?

How to Fix: ValueError: operands could not be broadcast together with shapes. This error occurs when you attempt to perform matrix multiplication using a multiplication sign (*) in Python instead of the numpy. dot() function.
 

How does broadcasting work in NumPy?

The term broadcasting describes how NumPy treats arrays with different shapes during arithmetic operations. Subject to certain constraints, the smaller array is “broadcast” across the larger array so that they have compatible shapes.

How do you multiply matrices in NumPy?

There are three main ways to perform NumPy matrix multiplication:

  1. dot(array a, array b) : returns the scalar or dot product of two arrays.
  2. matmul(array a, array b) : returns the matrix product of two arrays.
  3. multiply(array a, array b) : returns the element-wise matrix multiplication of two arrays.

 

How do you find the shape of an array in Python?

Use the correct NumPy syntax to check the shape of an array. arr = np.array([1, 2, 3, 4, 5]) print(arr. )

How to reshape NumPy array?

In order to reshape a numpy array we use reshape method with the given array.

  1. Syntax : array.reshape(shape)
  2. Argument : It take tuple as argument, tuple is the new shape to be formed.
  3. Return : It returns numpy.ndarray.

 

What is broadcasting in NumPy explain with example what are different rules in broadcasting?

The term broadcasting refers to how numpy treats arrays with different Dimension during arithmetic operations which lead to certain constraints, the smaller array is broadcast across the larger array so that they have compatible shapes.
 

Is broadcasting possible between two arrays whose shapes are 5 8 1 and 4 2?

Explanation: We can adjust the array with shape(2,) by one to make both array feasible for broadcasting i.e (1,2) So the answer is Yes given two array are feasible for broadcasting.
 

What are the 3 types of broadcasting?

Types of Broadcasting Media Production

  • Radio Production. Radio is a form of audio advertising.
  • Broadcast Television. Television is the most advanced form of broadcasting media.
  • Advertising Films.
  • Slides.
  • Video Advertising.

 

What are the rules for broadcasting?

Rule 1: If the two arrays differ in their number of dimensions, the shape of the one with fewer dimensions is padded with ones on its leading (left) side. Rule 2: If the shape of the two arrays does not match in any dimension, the array with shape equal to 1 in that dimension is stretched to match the other shape.

What is the shape of the broadcasting array resulted?

The shape of the resulting array is (4,4) because broadcasting occurs in both dimensions. The broadcasting also occurs when doing arithmetic operations with more than two arrays. Same rules apply here too. The sizes in each dimension must be equal or 1.
 

What together are called operands?

In mathematics, an operand is the object of a mathematical operation, i.e., it is the object or quantity that is operated on.

Which instruction does not have any operands?

An example of a zero-operand instruction is NOP (no operation).

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